Systems and methods of the present disclosure generally relate to customizing the appearance of a particular object presented as part of a search result based on a date range associated with a search. A travel service may obtain, for a travel item, at least two date-specific content sets. Each date-specific content set may correspond to a range of dates The travel service may further receive a search query with a searched date range. The travel service may identify the travel property as responsive to the search query. The travel service may then determine a first date-specific content set from the at least two date-specific content sets to display responsive to the search query based on the searched date range falling within the range of dates for the first date-specific content set. The travel service may then display search results including a listing representing the first date-specific content set.
Systems and methods of the present disclosure generally relate to customizing the appearance of a particular object presented as part of a search result based on a date range associated with a search. A travel service may obtain, for a travel item, at least two date-specific content sets. Each date-specific content set may correspond to a range of dates The travel service may further receive a search query with a searched date range. The travel service may identify the travel property as responsive to the search query. The travel service may then determine a first date-specific content set from the at least two date-specific content sets to display responsive to the search query based on the searched date range falling within the range of dates for the first date-specific content set. The travel service may then display search results including a listing representing the first date-specific content set.
Systems and methods for clustering and organizing geographical locations into regions of interest (ROI) within a hierarchical graph. The ROI generation system may generate a graph containing geographical entities and the relationships between each geographical entity. Each geographical entity can be represented as a node, and the relationships between geographical entities may be represented as edges between nodes. Each edge may represent the relationship between the two geographical entities weighted based on an occurrence of both geographical entities appearing as search items within a user session. In addition, the ROI generation system may generate multiple levels within a graph corresponding to various resolutions of geographical entities. The ROI generation system may cluster geographical entities within the hierarchical graph into non-overlapping regions of interest, or clusters. Insights and metrics may be inferred from the hierarchical graph and presented to the user or third parties.
One embodiment relates to a method for searching for travel items. The method includes obtaining interaction data indicating a set of interactions of a first user across a plurality of platforms. The method includes generating a user profile indicating a plurality of travel preferences for the first user. The method includes generating search suggestions for the first user based on the dynamic user profile, the search suggestions specific to the first user and generated based at least in part on characteristics of the user profile. Generating the search suggestions includes determining that a portion of the interaction data is related to an upcoming trip and generating the search suggestions based on the user profile and relating to the upcoming trip. The method includes identifying a first plurality of travel items using a selected first search suggestion. The method includes providing, to the first user, the first plurality of travel items.
A computing system includes a memory storing instructions that, when executed by a processor, cause the processor to: receive, via a chat session on a first user interface, input related to a trip from a plurality of travelers collaborating to plan the trip; interact, via a chatbot, with the plurality of travelers to plan the trip by: generating one or more recommendations using the input; and providing, via the chatbot, the generated one or more recommendations to the plurality of travelers within the chat session; and generate a second user interface that is separate from the first user interface, the second user interface comprising one or more of: selections related to the trip or recommendations related to the trip, wherein the one or more selections and/or recommendations related to the trip are determined using the interactions of the plurality of travelers within the chat session.
H04L 41/16 - Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks using machine learning or artificial intelligence
H04L 51/02 - User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail using automatic reactions or user delegation, e.g. automatic replies or chatbot-generated messages
6.
SYSTEMS AND METHODS FOR EVENT DETECTION THROUGH DATA ANOMALY IDENTIFICATION AND LLM RETRIEVAL
A system includes one or more processors to: receive data from a plurality of sources, aggregate the received data, detect one or more anomalies in the aggregated data set by analyzing the aggregated data set by applying a filter that identifies data values within the data set that deviate by more than a predefined value from a representative data value of the aggregated data set, isolate the one or more anomalies to a particular time frame within a predefined time period and a predefined geographic region, query a machine learning model by formulating a prompt including the particular time frame and the predefined geographic region, receive at least one basis for the one or more anomalies based on the prompt, validate the at least one basis, and notify a user regarding the at least one basis via a client application associated with the system operating a device of the user.
A system includes one or more processors to: receive data from a plurality of sources, aggregate the received data, detect one or more anomalies in the aggregated data set by analyzing the aggregated data set by applying a filter that identifies data values within the data set that deviate by more than a predefined value from a representative data value of the aggregated data set, isolate the one or more anomalies to a particular time frame within a predefined time period and a predefined geographic region, query a machine learning model by formulating a prompt including the particular time frame and the predefined geographic region, receive at least one basis for the one or more anomalies based on the prompt, validate the at least one basis, and notify a user regarding the at least one basis via a client application associated with the system operating a device of the user.
Systems and methods for providing improved graphical user interfaces are disclosed. A method includes: receiving, by one or more processors, experience information associated with an experience; determining, by the processors, a priority of the experience information based on contextual information including location-based data corresponding to a user, a location of the experience, or a relative time prior to or during the experience; populating, by the processors, a dynamic field of a digital object template with first experience information based on the priority of the experience information to generate a contextual digital interface object; providing, by the processors, the contextual digital interface object on a graphical user interface of a user device; and replacing, by the processors and in response to detecting a movement input, the contextual digital interface object on the graphical user interface with a second contextual digital interface object comprising second information of the experience information.
G06F 9/451 - Execution arrangements for user interfaces
G06F 3/0481 - Interaction techniques based on graphical user interfaces [GUI] based on specific properties of the displayed interaction object or a metaphor-based environment, e.g. interaction with desktop elements like windows or icons, or assisted by a cursor's changing behaviour or appearance
9.
Display screen or portion thereof with a graphical user interface
A system can include one or more processors configured to store text strings corresponding to an application feature; obtain, via a network interface, one or more data files each comprising natural language content; execute, using a task agent, one or more large language models using the natural language content to generate an identification of the application feature; retrieve, using the task agent, the one or more text strings; filter, using the task agent, the one or more text strings; execute, using the task agent, the one or more large language models using the filtered one or more text strings, the identification of the application feature, and an identification of the first entity as an input; and transmit a message for presentation at a computing device, the message containing the visual representation of the input.
A system can include one or more processors configured to store text strings corresponding to an application feature; obtain, via a network interface, one or more data files each comprising natural language content; execute, using a task agent, one or more large language models using the natural language content to generate an identification of the application feature; retrieve, using the task agent, the one or more text strings; filter, using the task agent, the one or more text strings; execute, using the task agent, the one or more large language models using the filtered one or more text strings, the identification of the application feature, and an identification of the first entity as an input; and transmit a message for presentation at a computing device, the message containing the visual representation of the input.
Systems and methods are described for generating and refining videos in response to receiving agent inputs. Example systems can be configured to obtain, from a client device, a request to generate a set of images (including videos). The systems can be configured to determine, responsive to the request, a first image from among a dataset comprising a plurality of predetermined images using the one or more aspects. In some examples, the system can be configured to provide the first image and a prompt to a machine learning model to cause the machine learning model to generate the set of images as an output. In response to obtaining the set of images from the machine learning model, the systems described can provide the set of images to cause the client device to display at least one image of the set of images.
G06F 16/583 - Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually using metadata automatically derived from the content
G06F 16/783 - Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually using metadata automatically derived from the content
Systems and methods are described for generating and refining videos in response to receiving agent inputs. Example systems can be configured to obtain, from a client device, a request to generate a set of images (including videos). The systems can be configured to determine, responsive to the request, a first image from among a dataset comprising a plurality of predetermined images using the one or more aspects. In some examples, the system can be configured to provide the first image and a prompt to a machine learning model to cause the machine learning model to generate the set of images as an output. In response to obtaining the set of images from the machine learning model, the systems described can provide the set of images to cause the client device to display at least one image of the set of images.
Systems and methods are described for providing personalized travel experiences to a user. In some implementations, a user query related to a request to generate travel recommendations is obtained. The systems and methods can access the user data store to obtain user profile data. Based at least in part of the user profile data, the systems and methods can utilize a case-specific user analysis model to determine the user's specific travel preferences. Based at least in part on the user's specific travel preferences and query, the systems and methods can generate a prompt to input to an LLM. The LLM can output personalized travel recommendations based at least in part on the input prompt to provide to the user.
Various examples, systems, and methods are disclosed relating to processing, classifying, and grouping images. A first computing system can cause an encoder model to generate a plurality of scenes corresponding with a plurality of images. The first computing system further can cause a detection model to generate a plurality of similarity metrics of a plurality of image pairs of a plurality of spaces of the plurality of images corresponding with at least one scene. The first computing system further can determine a plurality of image subsets of the plurality of spaces of the plurality of images corresponding with the at least one scene, the plurality of image subsets are determined based at least on a grouping of the plurality of images according to the plurality of similarity metrics. The first computing system further can provide the plurality of image subsets of the plurality of images.
G06V 10/762 - Arrangements for image or video recognition or understanding using pattern recognition or machine learning using clustering, e.g. of similar faces in social networks
G06V 10/82 - Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
G06V 10/74 - Image or video pattern matchingProximity measures in feature spaces
G06V 10/764 - Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
Systems and methods are described for providing personalized travel experiences to a user. In some implementations, a user query related to a request to generate travel recommendations is obtained. The systems and methods can access the user data store to obtain user profile data. Based at least in part of the user profile data, the systems and methods can utilize a case-specific user analysis model to determine the user's specific travel preferences. Based at least in part on the user's specific travel preferences and query, the systems and methods can generate a prompt to input to an LLM. The LLM can output personalized travel recommendations based at least in part on the input prompt to provide to the user.
Various examples, systems, and methods are disclosed relating to processing, classifying, and grouping images. A first computing system can cause an encoder model to generate a plurality of scenes corresponding with a plurality of images. The first computing system further can cause a detection model to generate a plurality of similarity metrics of a plurality of image pairs of a plurality of spaces of the plurality of images corresponding with at least one scene. The first computing system further can determine a plurality of image subsets of the plurality of spaces of the plurality of images corresponding with the at least one scene, the plurality of image subsets are determined based at least on a grouping of the plurality of images according to the plurality of similarity metrics. The first computing system further can provide the plurality of image subsets of the plurality of images.
G06V 10/762 - Arrangements for image or video recognition or understanding using pattern recognition or machine learning using clustering, e.g. of similar faces in social networks
One embodiment of the present disclosure is a method for automatically acquiring and assessing travel data. The method includes acquiring travel data from a plurality of content sources using a plurality of artificial intelligence (AI) agents, generating, using the plurality of AI agents, a plurality of output travel data items from the acquired travel data, generating a plurality of confidence scores for the plurality of output travel data items, each of the plurality of confidence scores for a different respective output travel data item, and each of the plurality of confidence scores generated using a source credibility associated with a reliability of the content source from which the travel data was acquired for the output travel data item, and utilizing the plurality of confidence scores to determine an action to perform with respect to one or more of the plurality of output travel data items.
Secure authentication and delayed transaction processing for booking management systems is provided. Third-party services partner with booking management systems to aggregate and list offerings of the third-party services in a digestible display on a one-stop platform. A booking management system can manage the authentication of payment card information on behalf of any number of such third-party services. The booking management system can maintain and process authentication information associated with traveler payment cards, and provide virtual payment information to the third-party services for payment following chargeable events. The third-party services may later initiate a transactions using the virtual payment information, without being required to perform authentication processing on the traveler payment card information maintained by the booking management system.
G06Q 20/34 - Payment architectures, schemes or protocols characterised by the use of specific devices using cards, e.g. integrated circuit [IC] cards or magnetic cards
G06Q 20/40 - Authorisation, e.g. identification of payer or payee, verification of customer or shop credentialsReview and approval of payers, e.g. check of credit lines or negative lists
G06Q 20/42 - Confirmation, e.g. check or permission by the legal debtor of payment
H04L 9/32 - Arrangements for secret or secure communicationsNetwork security protocols including means for verifying the identity or authority of a user of the system
20.
SYSTEMS AND METHODS FOR GENERATING IMAGE-BASED PROPERTY RECOMMENDATIONS AND IMPROVED GRAPHICAL USER INTERFACES
A computing system includes a processing circuit having a processor coupled to a memory device. The processing circuit performs operations including receiving, during a search session, a search query comprising configurable parameters; providing, during the search session, an array of visual outputs that meet criteria defined by the parameters; receiving, from a user device, during the search session, a selection of a visual output from the array; extracting, using a machine learning model and based on a pixel composition of the visual output, a feature; identifying, using the machine learning model, one or more second visual outputs related to travel properties that share the feature; replacing a default image associated with at least one travel property with an image representing the feature; and providing, to the user device, during the search session, a second array comprising the one or more second visual outputs including the replaced image.
Systems and methods of recommending insights to optimize an experience. In some implementations, a request is received to optimize an experience based on a display option of a plurality of display options, one or more filters, and/or one or more metrics. Based on the request, the systems and methods can access (e.g., from a sampled data set) metric data associated with each of the display options. Metric data corresponding to each display options can be compared to generate insights based on each comparison. The systems and methods can determine whether an insight corresponds to a positive improvement and rank the insights based on preconfigured criteria. In addition, insights can be implemented automatically and/or recommended to a user in order to optimize the experience (e.g., based on the one or more metrics).
G06Q 30/0242 - Determining effectiveness of advertisements
G06F 3/0482 - Interaction with lists of selectable items, e.g. menus
G06F 3/0484 - Interaction techniques based on graphical user interfaces [GUI] for the control of specific functions or operations, e.g. selecting or manipulating an object, an image or a displayed text element, setting a parameter value or selecting a range
09 - Scientific and electric apparatus and instruments
36 - Financial, insurance and real estate services
43 - Food and drink services, temporary accommodation
Goods & Services
Downloadable computer software for mobile devices for
booking temporary accommodations and vacation real estate
listings; downloadable software in the nature of a mobile
application for booking temporary accommodations and
vacation real estate listings; downloadable software in the
nature of a mobile application for booking temporary
accommodations and vacation real estate listings and for
processing financial transactions; downloadable applications
for use with mobile devices for booking and making
reservations for temporary accommodations and vacation real
estate listings and for processing financial transactions;
downloadable computer software platform that facilitates the
provision of information, peer-to-peer interaction, and
processing financial transactions relating to temporary
accommodation and vacation real estate listing services, and
the booking of temporary accommodations in the fields of
travel, lodging, dining, and entertainment; downloadable
computer software and downloadable mobile applications on
which users can post ratings, reviews, and recommendations
on vacation real estate listings, temporary accommodations,
events, locations, businesses, services, and activities in
the fields of entertainment, travel, tourism and
restaurants; downloadable mobile software using artificial
intelligence for booking temporary accommodations and
vacation real estate; downloadable mobile software using
artificial intelligence for providing information, ratings,
reviews, and recommendations about vacation real estate
listings, temporary accommodations, events, locations,
businesses, services, and activities in the fields of
entertainment, travel, tourism, and restaurants. Providing real estate listing services and real estate
information via a global computer network; providing real
estate listings and real estate information via the
internet; providing information on the rental of vacation
homes via the internet; providing real estate listings via a
computer database; real estate listing services for housing
rentals and apartment rentals; providing real estate
listings via an online interactive website; providing real
estate information and listings about housing, apartments,
condominiums, townhouses, real estate and commercial real
estate, provided via online computer database and online
searchable databases; real estate listing, rental and
leasing services for residential housing, apartments, rooms
in homes, sublets, cabins and villas for use as permanent
homes, and office space in commercial properties on a global
computer network; providing reviews and feedback about
listers and renters of real estate from virtual communities
and from social networking sites; electronic commerce
payment services, namely, processing credit card and debit
card payments for the purchase of goods and services via an
electronic communications network; providing purchase
protection services in the field of online trading of goods
and services by others via a global computer network in the
nature of fraud reimbursement services for credit card
purchase. Providing temporary lodging information via the internet;
arranging temporary housing accommodations; providing online
reservation services for temporary lodging; travel agency
services, namely, making reservations and bookings for
lodging; providing travel lodging and accommodation
information services over global computer networks, namely,
an online searchable database; travel agency services,
namely, making reservations and bookings for temporary
accommodations for hotels and vacation home rentals; rental
of vacation real estate; rental of vacation homes.
23.
SYSTEMS AND METHODS FOR MACHINE LEARNING OPTIMIZATION OF SEARCH QUERIES AND RESPONSE PARAMETERS
A system includes at least one processing circuit including at least one memory and one or more processors configured to: identify, via at least one machine learning model, at least one excluded parameter of a non-bounded query relating to a trip; identify, via the at least one machine learning model, a set of travel results that match the query and the excluded parameter by: analyzing, based on search data from one or more users, at least one search result distribution corresponding to at least one parameter associated with at least one trip of the one or more users and relating to the at least one excluded parameter; and identifying the set of travel results based on a value regarding the at least one parameter satisfying a presentation threshold for the at least one search result distribution; and present one or more travel results of the set of travel results.
Systems and methods of recommending insights to optimize an experience. In some implementations, a request is received to optimize an experience based on a display option of a plurality of display options, one or more filters, and/or one or more metrics. Based on the request, the systems and methods can access (e.g., from a sampled data set) metric data associated with each of the display options. Metric data corresponding to each display options can be compared to generate insights based on each comparison. The systems and methods can determine whether an insight corresponds to a positive improvement and rank the insights based on preconfigured criteria. In addition, insights can be implemented automatically and/or recommended to a user in order to optimize the experience (e.g., based on the one or more metrics).
G06Q 30/0242 - Determining effectiveness of advertisements
G06F 3/0482 - Interaction with lists of selectable items, e.g. menus
G06F 3/0484 - Interaction techniques based on graphical user interfaces [GUI] for the control of specific functions or operations, e.g. selecting or manipulating an object, an image or a displayed text element, setting a parameter value or selecting a range
Systems and methods for generating content summaries are provided. A provider computing system includes a first machine learning model configured to: retrieve one or more elements associated with an entity and retrieve a plurality of content items associated with the entity, each content item including a reference to at least one of the one or more elements; a second machine learning model configured to determine, for each reference to at least one of the one or more elements in each content item of the plurality of content items, a sentiment of the reference; a third machine learning model configured to generate, for each reference to the at least one of the one or more elements, a first summary of the at least one of the one or more elements; and a fourth machine learning model configured to: generate a second summary, including the first summary.
A system can include at least one processing circuit comprising at least one memory and one or more processors, the one or more processors configured to store at least one account parameter; receive a request comprising an identifier regarding a user device, an identification of a large language machine learning model and an input; identify one or more account parameters; filter the request; route at least a portion of the input to the large language machine learning model; receive a response to at least the portion of the input generated by the large language machine learning model; and forward at least a portion of the response to the user device.
One embodiment of the present disclosure is a method for automatically acquiring and assessing travel data. The method includes acquiring travel data from a plurality of content sources using a plurality of Al agents, generating, using the Al agents, a plurality of output travel data items from the acquired travel data and a plurality of confidence scores for the output travel data items, generating a plurality of final confidence scores for the plurality of output travel data items, the plurality of final confidence scores generated based the confidence scores, source credibility scores and Al agent credibility scores, automatically determining an action to perform on one or more of the plurality of output travel data items using the final confidence scores of the one or more output travel data items, and automatically performing the action.
One embodiment of the present disclosure is a method for automatically acquiring and assessing travel data. The method includes acquiring travel data from a plurality of content sources using a plurality of AI agents, generating, using the AI agents, a plurality of output travel data items from the acquired travel data and a plurality of confidence scores for the output travel data items, generating a plurality of final confidence scores for the plurality of output travel data items, the plurality of final confidence scores generated based the confidence scores, source credibility scores and AI agent credibility scores, automatically determining an action to perform on one or more of the plurality of output travel data items using the final confidence scores of the one or more output travel data items, and automatically performing the action.
41 - Education, entertainment, sporting and cultural services
Goods & Services
Marketing services in the field of travel; Business consulting and business information for enterprises in the field of travel; Business organization consulting in the field of travel; Business consulting services in the field of travel Business training in the field of travel; Training services in the field of business knowledge in the field of travel; Training courses in strategic planning relating to advertising, promotion, marketing and business in the field of travel
Systems and methods for clustering and organizing geographical locations into regions of interest (ROI) within a hierarchical graph. The ROI generation system may generate a graph containing geographical entities and the relationships between each geographical entity. Each geographical entity can be represented as a node, and the relationships between geographical entities may be represented as edges between nodes. Each edge may represent the relationship between the two geographical entities weighted based on an occurrence of both geographical entities appearing as search items within a user session. In addition, the ROI generation system may generate multiple levels within a graph corresponding to various resolutions of geographical entities. The ROI generation system may cluster geographical entities within the hierarchical graph into non-overlapping regions of interest, or clusters. Insights and metrics may be inferred from the hierarchical graph and presented to the user or third parties.
Systems and methods for clustering and organizing geographical locations into regions of interest (ROI) within a hierarchical graph. The ROI generation system may generate a graph containing geographical entities and the relationships between each geographical entity. Each geographical entity can be represented as a node, and the relationships between geographical entities may be represented as edges between nodes. Each edge may represent the relationship between the two geographical entities weighted based on an occurrence of both geographical entities appearing as search items within a user session. In addition, the ROI generation system may generate multiple levels within a graph corresponding to various resolutions of geographical entities. The ROI generation system may cluster geographical entities within the hierarchical graph into non-overlapping regions of interest, or clusters. Insights and metrics may be inferred from the hierarchical graph and presented to the user or third parties.
36 - Financial, insurance and real estate services
Goods & Services
Business consulting services in the field of real estate rentals; Business assistance, advisory and consulting services in the field of real estate rentals Real estate management consultation; Real estate management services; Providing information in the field of real estate
33.
DOMAIN-SPECIFIC PERSONA GENERATION SYSTEMS AND METHODS
Systems and methods are provided for data intake of data from an ingestion service indicating a user's online or offline behavior with respect to a domain. A domain persona system may receive a request to access an ingestion service. The domain persona system may then access the ingestion service to obtain the data and identify a subset of the data relevant to the user's online or offline behavior with respect to the domain. The domain persona system may further generate insights with respect to the identified subset and output at least one of the identified subset and the generated insights to a system that updates the domain persona.
Systems and methods are provided for data intake of data from an ingestion service indicating a user's online or offline behavior with respect to a domain. A domain persona system may receive a request to access an ingestion service. The domain persona system may then access the ingestion service to obtain the data and identify a subset of the data relevant to the user's online or offline behavior with respect to the domain. The domain persona system may further generate insights with respect to the identified subset and output at least one of the identified subset and the generated insights to a system that updates the domain persona.
Systems and methods for a two-part recommendation system wherein a non-personalized item-to-candidate item list is generated without personalization and the items within the corresponding candidate list may be ranked in order to personalize that list to the particular user. In an embodiment, ranking occurs based on a distance function between individual items in the list and the reference item, such as a distance between the items within an embedding space that represents relevant features of items as vectors in latent space. Accordingly, ranking by a candidate ranker can select which items in the candidate list are most pertinent and personalized to the user at a present time. Because ranking can require significantly fewer resources than generating the candidate list, this two-part system can enable real-time recommendations that are personalized to the user.
Systems and methods for a two-part recommendation system wherein a non-personalized item-to-candidate item list is generated without personalization and the items within the corresponding candidate list may be ranked in order to personalize that list to the particular user. In an embodiment, ranking occurs based on a distance function between individual items in the list and the reference item, such as a distance between the items within an embedding space that represents relevant features of items as vectors in latent space. Accordingly, ranking by a candidate ranker can select which items in the candidate list are most pertinent and personalized to the user at a present time. Because ranking can require significantly fewer resources than generating the candidate list, this two-part system can enable real-time recommendations that are personalized to the user.
A computing system for automated fraud risk reduction for travel-related transactions, the computing system including at least one processing circuit including at least one processor and at least one memory, the at least one memory storing instructions therein that, when executed by the at least one processor, cause the at least one processor to: receive data corresponding to a first travel -related transaction, process, using a first machine learning model, the data to automatically generate an output data set comprising a plurality of characteristics relating to the first travel-related transaction, the first machine learning model configured to generate the output data set by identifying the plurality of characteristics to include responsive to determining the plurality of characteristics are potentially relevant to a determination of whether the first travel -related transaction is fraudulent, and provide the generated output data set for use in analyzing whether the first travel -related transaction is fraudulent.
G06Q 20/40 - Authorisation, e.g. identification of payer or payee, verification of customer or shop credentialsReview and approval of payers, e.g. check of credit lines or negative lists
G06Q 10/02 - Reservations, e.g. for tickets, services or events
A computing system for automated fraud risk reduction for travel-related transactions, the computing system including at least one processing circuit including at least one processor and at least one memory, the at least one memory storing instructions therein that, when executed by the at least one processor, cause the at least one processor to: receive data corresponding to a first travel-related transaction, process, using a first machine learning model, the data to automatically generate an output data set comprising a plurality of characteristics relating to the first travel-related transaction, the first machine learning model configured to generate the output data set by identifying the plurality of characteristics to include responsive to determining the plurality of characteristics are potentially relevant to a determination of whether the first travel-related transaction is fraudulent, and provide the generated output data set for use in analyzing whether the first travel-related transaction is fraudulent.
G06Q 20/40 - Authorisation, e.g. identification of payer or payee, verification of customer or shop credentialsReview and approval of payers, e.g. check of credit lines or negative lists
40.
Display screen or portion thereof with graphical user interface
One embodiment relates to a method for searching for travel items. The method includes obtaining interaction data indicating a set of interactions of a first user across a plurality of platforms. The method includes generating a dynamic user profile indicating a plurality of travel preferences for the first user. The method includes generating search suggestions for the first user based on the dynamic user profile, the search suggestions specific to the first user and generated based at least in part on characteristics of the dynamic user profile. The search suggestions include at least one of suggested search queries or suggested filters. The method includes receiving a selection from the first user of a first search suggestion. The method includes identifying a first plurality of travel items using the selected first search suggestion. The method includes providing, to the first user, the first plurality of travel items.
One embodiment relates to a method for travel comparison. The method includes obtaining, by one or more processing circuits, interaction data indicating a set of interactions of a first user across a plurality of platforms. The method includes generating a dynamic user profile indicating a plurality of travel preferences for the first user using the interaction data. The method includes providing, to the first user, a first set of travel search results based on the dynamic user profile. The method includes generating a comparison among two or more travel items included in the first set of travel search results, where the comparison relates to one or more features of the two or more travel items, and where generating the comparison includes selecting the one or more features based at least in part on one or more characteristics of the dynamic user profile.
G06Q 10/02 - Reservations, e.g. for tickets, services or events
G06Q 50/00 - Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
43.
SYSTEM AND METHOD FOR CONDUCTING SEMI-OPAQUE SALES WITH ITEM BUNDLES
Disclosed are systems, methods, and non-transitory computer-readable storage media for semi-opaque sales with bundles of items. An example bundle can include hotel lodging and a bonus service, status, or item associated with that hotel. An system can identify a first bundle of a first base and bonus item, and a second bundle of a second base and bonus item. The system can present a semi-opaque offer comprising the first bundle, the second bundle, and a discount price, wherein the semi-opaque offer does not identify which of the first bundle and the second bundle will be sold at the discount price to the user upon acceptance of the semi-opaque offer, and wherein the discount price is a full price of the first base item. After receiving acceptance of the semi-opaque offer from the user, the system can disclose that the user has purchased the first bundle at the discount price.
One embodiment relates to a method for dynamic user preference assessment. The method includes receiving a dynamic user profile indicating a plurality of travel preferences for a user. The method includes providing, to the user, a first indication of a first set of one or more of the plurality of travel preferences indicated by the dynamic user profile at a first time. The method includes obtaining interaction data indicating interactions of the user across a plurality of platforms. The method includes processing the interaction data to infer changes to the plurality of travel preferences indicated by the dynamic user profile. The method includes updating the dynamic user profile to include the changes to the plurality of travel preferences.
G06Q 10/02 - Reservations, e.g. for tickets, services or events
G06Q 50/00 - Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
One embodiment relates to a method for dynamic user preference assessment. The method includes receiving a dynamic user profile indicating a plurality of travel preferences for a user. The method includes providing, to the user, a first indication of a first set of one or more of the plurality of travel preferences indicated by the dynamic user profile at a first time. The method includes obtaining interaction data indicating interactions of the user across a plurality of platforms. The method includes processing the interaction data to infer changes to the plurality of travel preferences indicated by the dynamic user profile. The method includes updating the dynamic user profile to include the changes to the plurality of travel preferences.
One embodiment relates to a method for searching for travel items. The method includes obtaining interaction data indicating a set of interactions of a first user across a plurality of platforms. The method includes generating a dynamic user profile indicating a plurality of travel preferences for the first user. The method includes generating search suggestions for the first user based on the dynamic user profile, the search suggestions specific to the first user and generated based at least in part on characteristics of the dynamic user profile. The search suggestions include at least one of suggested search queries or suggested filters. The method includes receiving a selection from the first user of a first search suggestion. The method includes identifying a first plurality of travel items using the selected first search suggestion. The method includes providing, to the first user, the first plurality of travel items.
One embodiment relates to a method for travel comparison. The method includes obtaining, by one or more processing circuits, interaction data indicating a set of interactions of a first user across a plurality of platforms. The method includes generating a dynamic user profile indicating a plurality of travel preferences for the first user using the interaction data. The method includes providing, to the first user, a first set of travel search results based on the dynamic user profile. The method includes generating a comparison among two or more travel items included in the first set of travel search results, where the comparison relates to one or more features of the two or more travel items, and where generating the comparison includes selecting the one or more features based at least in part on one or more characteristics of the dynamic user profile.
09 - Scientific and electric apparatus and instruments
36 - Financial, insurance and real estate services
43 - Food and drink services, temporary accommodation
Goods & Services
Downloadable computer software for mobile devices for booking temporary accommodations and vacation real estate listings; downloadable software in the nature of a mobile application for booking temporary accommodations and vacation real estate listings; downloadable software in the nature of a mobile application for booking temporary accommodations and vacation real estate listings and for processing financial transactions; downloadable mobile applications for use with mobile devices for booking and making reservations for temporary accommodations and vacation real estate listings and for processing financial transactions; downloadable computer software platform that facilitates the provision of information, peer-to-peer interaction, and processing financial transactions relating to temporary accommodation and vacation real estate listing services, and the booking of temporary accommodations in the fields of travel, lodging, dining, and entertainment; downloadable computer software and downloadable mobile applications on which users can post ratings, reviews, and recommendations on vacation real estate listings, temporary accommodations, events, locations, businesses, services, and activities in the fields of entertainment, travel, tourism and restaurants; downloadable mobile software using artificial intelligence for booking temporary accommodations and vacation real estate; downloadable mobile software using artificial intelligence for providing information, ratings, reviews, and recommendations about vacation real estate listings, temporary accommodations, events, locations, businesses, services, and activities in the fields of entertainment, travel, tourism, and restaurants Providing real estate listings and real estate information via a global computer network; providing real estate listings and real estate information via the internet; providing a database of information about real estate listings; real estate listing services for housing rentals and apartment rentals; providing an online interactive website featuring the listings of vacation real estate; providing online computer database and online searchable databases featuring real estate information and listings about housing, apartments, condominiums, townhouses, real estate, and commercial real estate; real estate services, namely, real estate listings in the nature of providing classified real estate listings of apartment rentals and housing rentals, rental and leasing services in the nature of rental property management for residential housing, apartments, rooms in homes, sublets, vacation homes, cabins and villas and office space in commercial properties via a global computer network; providing reviews and feedback about listers and renters of real estate from virtual communities and from social networking sites; electronic commerce payment services, namely, processing credit card and debit card payments for the purchase of goods and services via an electronic communications network; providing purchase protection services in the field of online trading of goods and services by others via a global computer network in the nature of fraud reimbursement services in the field of credit card purchases FINAL DESCRIPTION Providing information in the field of temporary lodging via the internet; arranging temporary housing accommodations; travel agency services, namely, making online reservations for temporary lodging for other travel agencies; travel agency services, namely, making reservations and bookings for lodging; providing travel lodging and temporary accommodation information services over global computer networks, namely, an online searchable database featuring information about temporary lodgings; travel agency services, namely, making reservations and bookings for temporary accommodations for hotels and vacation home rentals; providing information on the rental of vacation homes via the internet; providing an online interactive website featuring the rental of vacation real estate
09 - Scientific and electric apparatus and instruments
36 - Financial, insurance and real estate services
43 - Food and drink services, temporary accommodation
Goods & Services
(1) Downloadable computer software for mobile devices for booking temporary accommodations and vacation real estate listings; downloadable software in the nature of a mobile application for booking temporary accommodations and vacation real estate listings; downloadable software in the nature of a mobile application for booking temporary accommodations and vacation real estate listings and for processing financial transactions; downloadable applications for use with mobile devices for booking and making reservations for temporary accommodations and vacation real estate listings and for processing financial transactions; downloadable computer software platform that facilitates the provision of information, peer-to-peer interaction, and processing financial transactions relating to temporary accommodation and vacation real estate listing services, and the booking of temporary accommodations in the fields of travel, lodging, dining, and entertainment; downloadable computer software and downloadable mobile applications on which users can post ratings, reviews, and recommendations on vacation real estate listings, temporary accommodations, events, locations, businesses, services, and activities in the fields of entertainment, travel, tourism and restaurants; downloadable mobile software using artificial intelligence for booking temporary accommodations and vacation real estate; downloadable mobile software using artificial intelligence for providing information, ratings, reviews, and recommendations about vacation real estate listings, temporary accommodations, events, locations, businesses, services, and activities in the fields of entertainment, travel, tourism, and restaurants. (1) Providing real estate listing services and real estate information via a global computer network; providing real estate listings and real estate information via the internet; providing information on the rental of vacation homes via the internet; providing real estate listings via a computer database; real estate listing services for housing rentals and apartment rentals; providing real estate listings via an online interactive website; providing real estate information and listings about housing, apartments, condominiums, townhouses, real estate and commercial real estate, provided via online computer database and online searchable databases; real estate listing, rental and leasing services for residential housing, apartments, rooms in homes, sublets, cabins and villas for use as permanent homes, and office space in commercial properties on a global computer network; providing reviews and feedback about listers and renters of real estate from virtual communities and from social networking sites; electronic commerce payment services, namely, processing credit card and debit card payments for the purchase of goods and services via an electronic communications network; providing purchase protection services in the field of online trading of goods and services by others via a global computer network in the nature of fraud reimbursement services for credit card purchase.
(2) Providing temporary lodging information via the internet; arranging temporary housing accommodations; providing online reservation services for temporary lodging; travel agency services, namely, making reservations and bookings for lodging; providing travel lodging and accommodation information services over global computer networks, namely, an online searchable database; travel agency services, namely, making reservations and bookings for temporary accommodations for hotels and vacation home rentals; rental of vacation real estate; rental of vacation homes.
45 - Legal and security services; personal services for individuals.
Goods & Services
concierge services, hotel concierge services; providing information in the field of hotel concierge services; concierge services for others comprised of making requested personal arrangements and reservations and providing customer-specific information to meet individual needs; social media services being social networking services; On-line social networking services for travel agents to discuss and interact socially in relation to travel, temporary accommodation, customer experiences, and related services; online social networking services.
45 - Legal and security services; personal services for individuals.
Goods & Services
concierge services, hotel concierge services; providing information in the field of hotel concierge services; concierge services for others comprised of making requested personal arrangements and reservations and providing customer-specific information to meet individual needs; social media services being social networking services; On-line social networking services for travel agents to discuss and interact socially in relation to travel, temporary accommodation, customer experiences, and related services; online social networking services.
52.
Systems and methods for artificial intelligence-based multi-user chat sessions
A computing system includes at least one processing circuit having at least one processor and at least one memory device. The processing circuit performs operations including: providing a chat interface to allow a plurality of travelers to initiate a chat session in which the plurality of travelers collaborate to plan a trip; receiving, via the chat session, input from the plurality of travelers related to the trip; and automatically interacting, via a chatbot, with the plurality of travelers within the chat session to plan the trip by: processing, using a machine learning model, a content of the chat session to generate one or more recommendations for the trip, wherein processing the content of the chat session includes generating the one or more recommendations using the input from the plurality of travelers; and providing the generated one or more recommendations to the plurality of travelers within the chat session.
G06Q 10/1093 - Calendar-based scheduling for persons or groups
H04L 41/16 - Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks using machine learning or artificial intelligence
H04L 51/02 - User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail using automatic reactions or user delegation, e.g. automatic replies or chatbot-generated messages
H04L 51/046 - Interoperability with other network applications or services
53.
SYSTEMS AND METHODS FOR ARTIFICIAL INTELLIGENCE- BASED MULTI-USER CHAT SESSIONS
A computing system includes at least one processing circuit having at least one processor and at least one memory device. The processing circuit performs operations including: providing a chat interface to allow a plurality of travelers to initiate a chat session in which the plurality of travelers collaborate to plan a trip; receiving, via the chat session, input from the plurality of travelers related to the trip; and automatically interacting, via a chatbot, with the plurality of travelers within the chat session to plan the trip by: processing, using a machine learning model, a content of the chat session to generate one or more recommendations for the trip, wherein processing the content of the chat session includes generating the one or more recommendations using the input from the plurality of travelers; and providing the generated one or more recommendations to the plurality of travelers within the chat session.
A computing system includes at least one processing circuit having at least one processor and at least one memory device. The processing circuit performs operations including: providing a chat interface to allow a plurality of travelers to initiate a chat session in which the plurality of travelers collaborate to plan a trip; receiving, via the chat session, input from the plurality of travelers related to the trip; and automatically interacting, via a chatbot, with the plurality of travelers within the chat session to plan the trip by: processing, using a machine learning model, a content of the chat session to generate one or more recommendations for the trip, wherein processing the content of the chat session includes generating the one or more recommendations using the input from the plurality of travelers; and providing the generated one or more recommendations to the plurality of travelers within the chat session.
G06Q 50/00 - Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
Aspects of the present disclosure enable a storage manager to provide access to storage systems of varying types, such as database storage systems or indexed data storage systems, to a data source and allow for use of reserved storage capacity of the storage systems. The storage manager may provide access to storage systems under the control of different cloud storage providers. The storage manager may provide for temporary data storage in a reserved portion of a storage system when processing capacity of a data processing system is exceeded. The storage manager may provide for temporary storage of query results retrieved from a database system in a reserved portion of a data store. The storage manager may provide for temporary storage of data used for data enrichment in a reserved portion of a data store.
A computing system includes a processing circuit having at least one processor coupled to at least one memory device. The processing circuit performs operations including: receiving, from a user device, at least one selected output generated for display via the user device in response to a search query; retrieving information related to the at least one selected output; generating a summary of the at least one selected output based on the retrieved information related to the at least one selected output; and displaying, via a graphical user interface, the summary of the at least one selected output simultaneously with a conversation platform, wherein the conversation platform is configured to enable a conversation between a conversational assistant and a user of the user device relating to the at least one selected output.
A computing system includes a processing circuit having at least one processor coupled to at least one memory device. The processing circuit performs operations including receiving, from a user device during a search session, a first visual output from a first array of visual outputs comprising a first set of configurable parameters; extracting, using a machine learning model, at least one feature of the first visual output based on a characteristic of the first visual output; identifying, using the machine learning model, one or more second visual outputs that share the at least one feature of the first visual output based on a characteristic of each of the one or more second visual outputs; generating a second array of visual outputs comprising the one or more second visual outputs; and displaying, via a user interface of the user device and during the search session, the second array of visual outputs.
A computing system includes a processing circuit having at least one processor coupled to at least one memory device. The processing circuit performs operations including: receiving, from a user device, at least one selected output generated for display via the user device in response to a search query: retrieving information related to the at least one selected output; generating a summary of the at least one selected output based on the retrieved information related to the at least one selected output; and displaying, via a graphical user interface, the summary of the at least one selected output simultaneously with a conversation platform, wherein the conversation platform is configured to enable a conversation between a conversational assistant and a user of the user device relating to the at least one selected output.
A computing system includes a processing circuit having at least one processor coupled to at least one memory device. The processing circuit performs operations including: receiving, from a user device, at least one selected output generated for display via the user device in response to a search query: retrieving information related to the at least one selected output; generating a summary of the at least one selected output based on the retrieved information related to the at least one selected output; and displaying, via a graphical user interface, the summary of the at least one selected output simultaneously with a conversation platform, wherein the conversation platform is configured to enable a conversation between a conversational assistant and a user of the user device relating to the at least one selected output.
41 - Education, entertainment, sporting and cultural services
Goods & Services
Entertainment services, namely, providing podcasts in the fields of travel, tourism, hospitality, real estate and business; providing online non-downloadable educational podcasts in the fields of travel, tourism, hospitality, real estate and business; providing a website featuring entertainment information in the fields of travel, tourism, hospitality, real estate and business.
41 - Education, entertainment, sporting and cultural services
Goods & Services
Entertainment services, namely, providing podcasts in the field of travel, tourism, hospitality, real estate and business; Providing online non-downloadable educational podcasts in the field of travel, tourism, hospitality, real estate and business; Providing a website featuring entertainment information in the field of entertaining anecdotes relating to travel, tourism, hospitality, real estate and business
36 - Financial, insurance and real estate services
Goods & Services
Business advisory services in the field of providing business advice and consultancy to businesses in the travel industry via business accelerator programs Providing financing to business in the travel industry via business accelerator programs
63.
INTELLIGENT RECOMMENDATIONS BASED ON MULTIMODAL INPUTS
G06Q 10/04 - Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
Aspects of the present disclosure enable a storage manager to provide access to storage systems of varying types, such as database storage systems or indexed data storage systems, to a data source and allow for use of reserved storage capacity of the storage systems. The storage manager may provide access to storage systems under the control of different cloud storage providers. The storage manager may provide for temporary data storage in a reserved portion of a storage system when processing capacity of a data processing system is exceeded. The storage manager may provide for temporary storage of query results retrieved from a database system in a reserved portion of a data store. The storage manager may provide for temporary storage of data used for data enrichment in a reserved portion of a data store.
Aspects of the present disclosure enable a storage manager to provide access to storage systems of varying types, such as database storage systems or indexed data storage systems, to a data source and allow for use of reserved storage capacity of the storage systems. The storage manager may provide access to storage systems under the control of different cloud storage providers. The storage manager may provide for temporary data storage in a reserved portion of a storage system when processing capacity of a data processing system is exceeded. The storage manager may provide for temporary storage of query results retrieved from a database system in a reserved portion of a data store. The storage manager may provide for temporary storage of data used for data enrichment in a reserved portion of a data store.
G06F 3/00 - Input arrangements for transferring data to be processed into a form capable of being handled by the computerOutput arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
G06F 3/06 - Digital input from, or digital output to, record carriers
68.
SYSTEMS AND METHODS FOR MACHINE LEARNING OPTIMIZATION OF SEARCH QUERIES AND RESPONSE PARAMETERS
A system includes at least one processing circuit including at least one memory and one or more processors configured to: obtain, via a user interface, a non-bounded query relating to a travel trip, the non-bounded query excluding at least one parameter associated with the travel trip; identify, via a first machine learning model, the at least one excluded parameter based on the non-bounded query; identify, via a second machine learning model and from among a first set of travel results that match the non-bounded query and the excluded parameter, a second set of the travel results that meet a presentation threshold of customer popularity based on at least one of a location selected by one or more users or a time selected by the one or more users; and present, via the user interface, one or more travel results of the second set, and the presentation threshold.
A system includes at least one processing circuit including at least one memory and one or more processors configured to: obtain, via a user interface, a non-bounded query relating to a travel trip, the non-bounded query excluding at least one parameter associated with the travel trip; identify, via a first machine learning model, the at least one excluded parameter based on the non-bounded query; identify, via a second machine learning model and from among a first set of travel results that match the non-bounded query and the excluded parameter, a second set of the travel results that meet a presentation threshold of customer popularity based on at least one of a location selected by one or more users or a time selected by the one or more users; and present, via the user interface, one or more travel results of the second set, and the presentation threshold.
09 - Scientific and electric apparatus and instruments
35 - Advertising and business services
39 - Transport, packaging, storage and travel services
41 - Education, entertainment, sporting and cultural services
42 - Scientific, technological and industrial services, research and design
43 - Food and drink services, temporary accommodation
Goods & Services
Downloadable software and applications for accessing digital
content in the nature of text, images and videos, and
allowing users to submit electronic data to and access data
and accessing a website where users can post ratings,
reviews and recommendations in the fields of entertainment,
travel, hotels, and restaurants, and for searching rates and
availability of and reserving and booking of transportation,
hotels, vacation rentals, other accommodations, and travel;
downloadable software and applications for providing
information relating to and accessing customer loyalty and
incentive rewards program. Promotion and marketing services in the field of travel;
marketing services, namely arranging and conducting customer
loyalty and incentive reward programs and customer club
services to promote the sale of products and services of
others in the field of travel, transportation, travel
entertainment and travel accommodations and for commercial,
promotional and advertising purposes; planning and
implementation of marketing and promotional programs for
others in the field of travel; co-branded credit card
services, namely, promoting the sale of credit card accounts
through the administration of incentive award programs;
advertising and marketing services, namely, the promotion of
credit card services for others; promoting the sale of goods
and services of others through administration of incentive
award programs and by awarding purchase points and incentive
awards; loyalty card and affinity card services, namely,
promoting the sale of credit card accounts through the
administration of incentive award programs. Travel services in connection with customer loyalty and
incentive reward programs; making reservations and bookings
for transportation, airlines, trains, rental cars, and
cruises in connection with customer loyalty and incentive
rewards programs; providing information about transportation
and travel in connection with customer loyalty and incentive
rewards programs; arranging transportation for travel tours
in connection with customer loyalty and incentive rewards
program. Providing entertainment information and making and arranging
for ticket reservations and bookings for shows and other
entertainment events, museum tickets, and other attractions
and activities in connection with customer loyalty and
incentive rewards programs. Providing temporary use of online non-downloadable software
for providing information relating to and accessing digital
content in the nature of texts, images and videos in the
fields of entertainment, travel, hotels, and restaurants;
providing temporary use of online non-downloadable software
for checking transportation and travel reservations and
booking service; providing temporary use of online
non-downloadable software for searching airfares and rates
for other transportation, hotels, event attractions,
temporary accommodations, and travel activities; providing
temporary use of non-downloadable software for providing
information relating to and accessing customer loyalty and
incentive rewards programs. Travel agency services, namely, making reservations and
bookings for temporary accommodations, restaurants and
meals.
73.
MULTI-MODEL MACHINE LEARNING ARCHITECTURE FOR MEDIA MIX MODELING
H04N 21/25 - Management operations performed by the server for facilitating the content distribution or administrating data related to end-users or client devices, e.g. end-user or client device authentication or learning user preferences for recommending movies
H04N 21/466 - Learning process for intelligent management, e.g. learning user preferences for recommending movies
74.
MULTI-MODEL MACHINE LEARNING ARCHITECTURE FOR MEDIA MIX MODELING
In some aspects, the disclosure is directed to a system. The system can include at least one processing circuit comprising at least one memory and one or more processors, the one or more processors configured to obtain interaction data of a media channel, the interaction data comprising timeseries emphasis data; execute a neural network using the interaction data as input to generate a transformed timeseries emphasis data for the media channel, the neural network configured to estimate a shape function; and execute a Bayesian regression model using the transformed timeseries emphasis data for the media channel as input to generate one or more performance variables for the media channel.
H04N 21/25 - Management operations performed by the server for facilitating the content distribution or administrating data related to end-users or client devices, e.g. end-user or client device authentication or learning user preferences for recommending movies
H04N 21/466 - Learning process for intelligent management, e.g. learning user preferences for recommending movies
75.
TRAVEL-SPECIFIC NATURAL LANGUAGE PROCESSING SYSTEM
Systems and methods for travel-specific natural language processing are disclosed. The techniques described herein include maintaining a first dataset having a standardized text format and a second dataset having a noisy text format, each of which corresponds to a travel¬ specific lexicon. The techniques include generating training data corresponding to a first training objective and a second training objective based on the first dataset and the second dataset. A machine-learning model can be trained using the training data according to the first and second training objectives
In some aspects, the disclosure is directed to a system. The system can include at least one processing circuit comprising at least one memory and one or more processors, the one or more processors configured to obtain interaction data of a media channel, the interaction data comprising timeseries emphasis data; execute a neural network using the interaction data as input to generate a transformed timeseries emphasis data for the media channel, the neural network configured to estimate a shape function; and execute a Bayesian regression model using the transformed timeseries emphasis data for the media channel as input to generate one or more performance variables for the media channel.
An image classification system is provided for determining a likely classification of an image using multiple machine learning models that share a base machine learning model. The image classification system may be a browser-based system on a user computing device that obtains multiple machine learning models over a network from a remote system once, stores the models locally in the image classification system, and uses the models multiple times without needing to subsequently request the machine learning models again from the remote system. The image classification system may therefore determine likely a classification associated with an image by running the machine learning models on a user computing device.
G06F 18/2413 - Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
G06V 10/764 - Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
G06V 10/82 - Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
Systems and methods of recommending insights to optimize an experience. In some implementations, a request is received to optimize an experience based on a display option of a plurality of display options, one or more filters, and/or one or more metrics. Based on the request, the systems and methods can access (e.g., from a sampled data set) metric data associated with each of the display options. Metric data corresponding to each display options can be compared to generate insights based on each comparison. The systems and methods can determine whether an insight corresponds to a positive improvement and rank the insights based on preconfigured criteria. In addition, insights can be implemented automatically and/or recommended to a user in order to optimize the experience (e.g., based on the one or more metrics).
G06Q 30/02 - MarketingPrice estimation or determinationFundraising
G06F 3/0482 - Interaction with lists of selectable items, e.g. menus
G06F 3/0484 - Interaction techniques based on graphical user interfaces [GUI] for the control of specific functions or operations, e.g. selecting or manipulating an object, an image or a displayed text element, setting a parameter value or selecting a range
G06Q 30/0242 - Determining effectiveness of advertisements
Systems and methods of recommending insights to optimize an experience. In some implementations, a request is received to optimize an experience based on a display option of a plurality of display options, one or more filters, and/or one or more metrics. Based on the request, the systems and methods can access (e.g., from a sampled data set) metric data associated with each of the display options. Metric data corresponding to each display options can be compared to generate insights based on each comparison. The systems and methods can determine whether an insight corresponds to a positive improvement and rank the insights based on preconfigured criteria. In addition, insights can be implemented automatically and/or recommended to a user in order to optimize the experience (e.g., based on the one or more metrics).
09 - Scientific and electric apparatus and instruments
42 - Scientific, technological and industrial services, research and design
Goods & Services
Downloadable computer application software using artificial intelligence (AI) for travel planning; downloadable computer and computer application software using artificial intelligence (AI) for the production of text, information, data, and content in the fields of travel, hotels, and restaurants; downloadable computer and computer application software and applications for facilitating interaction and communication between humans and artificial intelligence (AI) chatbots in the fields of travel, hotels, and restaurants; downloadable computer and computer application software using artificial intelligence (AI) for facilitating multi-modal natural language, speech, text, image, video, and sound input in the fields of travel, hotels, and restaurants; downloadable chatbot software for travel planning, answering travel-related queries, booking travel and transportation reservations, and searching travel rates; downloadable computer and computer application software for travel planning; downloadable computer software platforms for using artificial intelligence and language models for the production of text, information, data, and content in the fields of travel, hotels, and restaurants; downloadable application programming interface (API) software for the production of text, information, data, and content in the fields of travel, hotels, and restaurants; downloadable computer and computer application software using artificial intelligence (AI) for the production of search query filters in the fields of travel, hotels, and restaurants Providing on-line non-downloadable software using artificial intelligence (AI) for travel planning; providing on-line non-downloadable software using artificial intelligence (AI) for the production of text, information, data, and content in the fields of travel, hotels, and restaurants; providing temporary use of on-line non-downloadable software and applications for facilitating interaction and communication between humans and artificial intelligence (AI) chatbots in the fields of travel, hotels, and restaurants; research and development services for multi-modal computer natural language processing, artificial intelligence, and machine learning in the fields of travel, hotels, and restaurants; providing temporary use of on-line non-downloadable software for facilitating multi-modal natural language, speech, text, image, video, and sound input in the fields of travel, hotels, and restaurants; providing temporary use of on-line non-downloadable chatbot software for travel planning, answering travel-related queries, booking travel and transportation reservations, and searching travel rates; artificial intelligence as a service (AIAAS) services featuring software using artificial intelligence (AI) for the production of text, information, data, and content in the fields of travel, hotels, and restaurants; software as a service (SAAS) services featuring software using artificial intelligence (AI) for the production of text, information, data, and content in the fields of travel, hotels, and restaurants; providing a website featuring non-downloadable software using artificial intelligence (AI) for the production of text, information, data, and content in the fields of travel, hotels, and restaurants; providing on-line non-downloadable software for travel planning; platform as a service (PAAS) featuring computer software platforms for using artificial intelligence and language models for the production of text, information, data, and content in the fields of travel, hotels, and restaurants; application service provider featuring application programming interface (API) software for the production of text, information, data, and content in the fields of travel, hotels, and restaurants; providing online non-downloadable software using artificial intelligence (AI) for the production of search query filters in the fields of travel, hotels, and restaurants
09 - Scientific and electric apparatus and instruments
42 - Scientific, technological and industrial services, research and design
Goods & Services
Downloadable mobile software for travel planning;
downloadable mobile software that provides information,
ratings, reviews and recommendations about attractions,
entertainment activities, travel options, accommodations,
and transportation; downloadable mobile chatbot software
application in the field of travel; downloadable mobile
software using artificial intelligence for travel planning;
downloadable mobile software using artificial intelligence
to provide information, ratings, reviews and recommendations
about attractions, entertainment activities, travel options,
accommodations, and transportation. Providing temporary use of online non-downloadable software
for travel planning; providing temporary use of online
non-downloadable software that provides information,
ratings, reviews and recommendations about attractions,
entertainment activities, travel options, accommodations,
and transportation; providing temporary use of online
non-downloadable chatbot software in the field of travel;
providing temporary use of online non-downloadable software
using artificial intelligence for travel planning; providing
temporary use of online non-downloadable software using
artificial intelligence to provide information, ratings,
reviews and recommendations about attractions, entertainment
activities, travel options, accommodations, and
transportation.
09 - Scientific and electric apparatus and instruments
35 - Advertising and business services
38 - Telecommunications services
39 - Transport, packaging, storage and travel services
42 - Scientific, technological and industrial services, research and design
43 - Food and drink services, temporary accommodation
Goods & Services
Downloadable software for accessing digital content in the
fields of travel, hotels, and other accommodations;
downloadable software used for accessing a website where
users can review and post ratings, reviews and
recommendations on hotels and other accommodations;
downloadable software used for providing travel information
and for booking and checking travel reservations;
downloadable software used for searching and comparing rates
for hotels and other accommodations. Providing airfare and hotel rate comparison information;
provision and retrieval of business and commercial
information related to the travel and/or tourism industry;
publicity services relating to goods and/or services of the
travel and/or tourism industry; customer loyalty services
and customer club services, for commercial, promotional
and/or advertising purposes in the travel and/or tourism
industry; conducting customer loyalty, reward, affinity and
incentive programs for commercial promotion and for
advertising purposes in the travel and/or tourism industry;
compilation of statistics relevant to the travel and/or
tourism industry; statistical information relevant to the
travel and/or tourism industry; marketing research relevant
to the travel and/or tourism industry; marketing, including
on digital networks with regards to goods and/or services of
the travel and/or tourism industry; marketing studies with
relevance to the travel and/or tourism industry; opinion
polling with relevance to the travel and/or tourism
industry; administration of incentive schemes relating to
goods and/or services of the travel and/or tourism industry;
price comparison services relating to goods and/or services
of the travel and/or tourism industry; systemization of
information into computer databases in connection with the
travel and/or tourism industry; administration of loyalty
schemes relating to goods and/or services of the travel
and/or tourism industry; business consulting and management
services in the field of travel and/or tourism and travel
planning and the operation of travel-related and
or/tourism-related businesses; advice for consumers with
regards to goods and/or services of the travel and/or
tourism industry; dissemination of advertising matter
relating to goods and/or services of the travel and/or
tourism industry; sales promotion (for others) relating to
goods and/or services of the travel and/or tourism industry;
advertising matter (dissemination of -) relating to goods
and/or services of the travel and/or tourism industry;
direct mail advertising relating to goods and/or services of
the travel and/or tourism industry; distribution of samples
of goods of the travel and/or tourism industry; direct mail
advertising (tracts, brochures, printed matter, samples)
relating to goods and/or services of the travel and/or
tourism industry; advertising services, namely, promoting
and marketing the goods and/or services (travel and/or
tourism industry) of others via electronic communication
networks; advertising for hotels; compilation of information
into computer databases in connection with the travel and/or
tourism industry; digital data processing in connection with
the travel and/or tourism industry; market research
conducted using computer databases and on the internet (for
others) in connection with the travel and/or tourism
industry and its goods and services; retail services
relating to data sets [recorded or downloadable] in the
travel and/or tourism industry; wholesale services relating
to data sets [recorded or downloadable] in the travel and/or
tourism industry. Providing access to website on which users can post ratings,
reviews and recommendations on events and activities in the
field of travel and tourism (providing of forums on the
internet); arranging and leasing of access time to computer
databases in connection with the travel and/or tourism
industry; providing of access to website on which users can
post ratings, reviews and recommendations on events and
activities in the field of hotels (providing of forums on
the Internet). Travel agency services for booking travel; travel ticket
reservation services; advisory services relating to travel;
providing electronic information concerning travel and
travel destinations; providing information about tours and
travel to events and attractions; providing of travel
information on the internet; providing information about
travel; booking of seats for travel; booking of tickets for
travel; travel reservation agencies; tourist travel
reservations; computerised information services relating to
travel; computerised reservation services for travel;
services related to travel and sightseeing; agency services
for arranging travel; arranging travel by tourist agencies;
travel tour operating; services relating to the provision of
travel arrangements; providing of travel information in the
field of conducting of assessments and ratings, and
compiling of ratings in the field of travel; providing
information relating to tourism and travel; providing of
travel information; services consisting of information
relating to journeys, tariffs, timetables and methods of
transport; storage of electronically stored data and
documents in connection with travel services and goods;
organization of travel; organisation of and information
about travel via computer databases or the internet;
information relating to travel; travel agency services for
arranging travel; travel information; tour organizing;
travel route planning; travel reservation; travel
reservation and booking; tour operation services;
reservation of travel tickets; ticket reservation for
travel; travel booking services provided by travel agencies;
arranging travel tours; arrangement of travel to and from
hotels. Updating of internet pages related to travel and tourism;
operation of search engines for the internet in connection
with travel and tourism; back up of data related to travel
and tourism; data storage services in connection with travel
and tourism; design and development of software for managing
data on servers for the purpose of providing information on,
offering, booking and organizing of travel and tourism
activities; providing a website on which users can post
ratings, reviews and recommendations on events and
activities in the field of travel and tourism (hosting);
providing a website on which users can post ratings, reviews
and recommendations on events and activities in the field of
hotels (hosting). Agency services for booking hotel accommodation; consultancy
relating to hotel facilities; consultancy services relating
to hotels; providing accommodation information in the field
of ratings of travel accommodations with the use of stars,
under reviews and the like; providing accommodation
information services; providing of information and reviews
relating to hotel accommodation; appraisal of hotel
accommodation; booking of hotel accommodation; booking of
accommodation for travelers; arranging reservations for
hotel rooms; travel agency services for booking temporary
accommodation; travel agencies, namely providing of
information and reservations for accommodation by telephone,
computer and via electronic communications networks;
providing hotel and lodging services for others, namely,
providing and relaying information including booking payment
information, in connection with reservations and bookings
for temporary lodging and providing reviews of hotels by
means of a telephone, facsimile, the mails, courier or over
computer networks and global communication networks;
providing accommodation information in the field of
conducting of assessments, providing of ratings, analysis
and compiling of assessments, analysis and providing of
ratings in the field of accommodation; electronic
information relating to hotel reservations;
hotel-reservation services; information relating to hotels;
travel agency services for booking accommodation;
reservation of hotel accommodation; tourist accommodation
reservation; arranging of hotel accommodation; hotel
reservations.
09 - Scientific and electric apparatus and instruments
35 - Advertising and business services
38 - Telecommunications services
39 - Transport, packaging, storage and travel services
42 - Scientific, technological and industrial services, research and design
43 - Food and drink services, temporary accommodation
Goods & Services
Downloadable software for accessing digital content in the
fields of travel, hotels, and other accommodations;
downloadable software used for accessing a website where
users can review and post ratings, reviews and
recommendations on hotels and other accommodations;
downloadable software used for providing travel information
and for booking and checking travel reservations;
downloadable software used for searching and comparing rates
for hotels and other accommodations. Providing airfare and hotel rate comparison information;
provision and retrieval of business and commercial
information related to the travel and/or tourism industry;
publicity services relating to goods and/or services of the
travel and/or tourism industry; customer loyalty services
and customer club services, for commercial, promotional
and/or advertising purposes in the travel and/or tourism
industry; conducting customer loyalty, reward, affinity and
incentive programs for commercial promotion and for
advertising purposes in the travel and/or tourism industry;
compilation of statistics relevant to the travel and/or
tourism industry; statistical information relevant to the
travel and/or tourism industry; marketing research relevant
to the travel and/or tourism industry; marketing, including
on digital networks with regards to goods and/or services of
the travel and/or tourism industry; marketing studies with
relevance to the travel and/or tourism industry; opinion
polling with relevance to the travel and/or tourism
industry; administration of incentive schemes relating to
goods and/or services of the travel and/or tourism industry;
price comparison services relating to goods and/or services
of the travel and/or tourism industry; systemization of
information into computer databases in connection with the
travel and/or tourism industry; administration of loyalty
schemes relating to goods and/or services; business
consulting and management services in the field of travel
and/or tourism and travel planning and the operation of
travel-related and or/tourism-related businesses; advice for
consumers with regards to goods and/or services of the
travel and/or tourism industry; dissemination of advertising
matter relating to goods and/or services of the travel
and/or tourism industry; sales promotion (for others)
relating to goods and/or services of the travel and/or
tourism industry; advertising matter (dissemination of -)
relating to goods and/or services of the travel and/or
tourism industry; direct mail advertising relating to goods
and/or services of the travel and/or tourism industry;
distribution of samples of goods of the travel and/or
tourism industry; direct mail advertising (tracts,
brochures, printed matter, samples) relating to goods and/or
services of the travel and/or tourism industry; advertising
services, namely, promoting and marketing the goods and/or
services (travel and/or tourism industry) of others via
electronic communication networks; advertising for hotels;
compilation of information into computer databases in
connection with the travel and/or tourism industry; digital
data processing in connection with the travel and/or tourism
industry; market research conducted using computer databases
and on the Internet (for others) in connection with the
travel and/or tourism industry and its goods and services;
retail services relating to data sets [recorded or
downloadable] in the travel and/or tourism industry;
wholesale services relating to data sets [recorded or
downloadable] in the travel and/or tourism industry. Providing access to website on which users can post ratings,
reviews and recommendations on events and activities in the
field of travel and tourism (providing of forums on the
Internet); arranging and leasing of access time to computer
databases in connection with the travel and/or tourism
industry; providing of access to website on which users can
post ratings, reviews and recommendations on events and
activities in the field of hotels (providing of forums on
the Internet). Travel agency services for booking travel; travel ticket
reservation services; advisory services relating to travel;
providing electronic information concerning travel and
travel destinations; providing information about tours and
travel to events and attractions; providing of travel
information on the internet; providing information about
travel; booking of seats for travel; booking of tickets for
travel; travel reservation agencies; tourist travel
reservations; computerised information services relating to
travel; computerised reservation services for travel;
services related to travel and sightseeing; agency services
for arranging travel; arranging travel by tourist agencies;
tour operators; services relating to the provision of travel
arrangements; providing of travel information in the field
of conducting of assessments and ratings, and compiling of
ratings in the field of travel; providing information
relating to tourism and travel; providing of travel
information; services consisting of information relating to
journeys, tariffs, timetables and methods of transport;
storage of electronically stored data and documents in
connection with travel services and goods; organization of
travel; organisation of and information about travel via
computer databases or the internet; information relating to
travel; travel agency services for arranging travel; travel
information; tour organizing; travel route planning; travel
reservation; travel reservation and booking; tour operation
services; reservation of travel tickets; ticket reservation
for travel; travel booking services provided by travel
agencies; arranging travel tours; arrangement of travel to
and from hotels. Updating of Internet pages related to travel and tourism;
operation of search engines for the Internet in connection
with travel and tourism; back up of data related to travel
and tourism; data storage services in connection with travel
and tourism; design and development of software for managing
data on servers for the purpose of providing information on,
offering, booking and organizing of travel and tourism
activities; providing a website on which users can post
ratings, reviews and recommendations on events and
activities in the field of travel and tourism (hosting);
providing a website on which users can post ratings, reviews
and recommendations on events and activities in the field of
hotels (hosting). Agency services for booking hotel accommodation; consultancy
relating to hotel facilities; consultancy services relating
to hotels; providing accommodation information in the field
of ratings of travel accommodations with the use of stars,
under reviews and the like; providing accommodation
information services; providing of information and reviews
relating to hotel accommodation; appraisal of hotel
accommodation; booking of hotel accommodation; booking of
accommodation for travelers; arranging reservations for
hotel rooms; travel agency services for booking temporary
accommodation; travel agencies, namely providing of
information and reservations for accommodation by telephone,
computer and via electronic communications networks;
providing hotel and lodging services for others, namely,
providing and relaying information including booking payment
information, in connection with reservations and bookings
for temporary lodging and providing reviews of hotels by
means of a telephone, facsimile, the mails, courier or over
computer networks and global communication networks;
providing accommodation information in the field of
conducting of assessments, providing of ratings, analysis
and compiling of assessments, analysis and providing of
ratings in the field of accommodation; electronic
information relating to hotel reservations;
hotel-reservation services; information relating to hotels;
travel agency services for booking accommodation;
reservation of hotel accommodation; tourist accommodation
reservation; arranging of hotel accommodation; hotel
reservations.
85.
GENERATION AND APPLICATION OF EMBEDDINGS FOR LODGING ITEMS
Systems and methods of generating a set of vectors or embeddings that represent concepts and/or lodging items identified from review data (e.g., user reviews). Concepts and associated sentiments are identified within each review of the review data to generate labeled review data that is provided to a machine learning model that is programmed to iterate through each mention of each concept in each review of the labeled review data to update one or more embeddings corresponding to concepts and/or lodging items mentioned in each of the reviews. A multi-dimensional embedding space comprising embeddings or vectors for concepts and/or lodging items is then queried to provide results (e.g., to a user device).
Systems and methods of generating a set of vectors or embeddings that represent concepts and/or lodging items identified from review data (e.g., user reviews). Concepts and associated sentiments are identified within each review of the review data to generate labeled review data that is provided to a machine learning model that is programmed to iterate through each mention of each concept in each review of the labeled review data to update one or more embeddings corresponding to concepts and/or lodging items mentioned in each of the reviews. A multi-dimensional embedding space comprising embeddings or vectors for concepts and/or lodging items is then queried to provide results (e.g., to a user device).
A computing system includes a memory device and a processor structured to: receive, from a user device, a media input; extract, using a machine-learning model, at least one feature of the media input; identify, using the machine-learning model, at least one intent; determine, using the machine-learning model, at least one action policy; generate a user interface comprising the media input, the at least one extracted feature of the media input, and the at least one action policy; provide the user interface to the user device; receive, via an input to the user interface, an indication of a selection of the at least one action policy displayed on the user interface; generate a second user interface comprising a plurality of options associated with the selected at least one action policy; and provide the second user interface to the user device.
Digital media consulting services in the field of travel;
target consumer data services (marketing services) in the
field of travel; targeted promotional services using
consumer data, all provided for others in the field of
travel.
09 - Scientific and electric apparatus and instruments
42 - Scientific, technological and industrial services, research and design
Goods & Services
Downloadable mobile software for travel planning;
downloadable mobile software that provides information,
ratings, reviews and recommendations about attractions,
entertainment activities, travel options, accommodations,
and transportation; downloadable mobile chatbot software
application in the field of travel; downloadable mobile
software using artificial intelligence for travel planning;
downloadable mobile software using artificial intelligence
provide information, ratings, reviews and recommendations
about attractions, entertainment activities, travel options,
accommodations, and transportation. Providing temporary use of online non-downloadable software
for travel planning; providing temporary use of online
non-downloadable software that provides information,
ratings, reviews and recommendations about attractions,
entertainment activities, travel options, accommodations,
and transportation; providing temporary use of online
non-downloadable chatbot software in the field of travel;
providing temporary use of online non-downloadable software
using artificial intelligence for travel planning; providing
temporary use of online non-downloadable software using
artificial intelligence to provide information, ratings,
reviews and recommendations about attractions, entertainment
activities, travel options, accommodations, and
transportation.
91.
MULTI-MODEL TIMESERIES FORECASTING OF SET-LEVEL VARIABLES
A method includes predicting a first future timeseries for a first variable using a first model, predicting future values for a plurality of second variables using one or more second models, wherein the first variable is a function of the second variables, generating a second future timeseries for the first variable as based on the future values for the plurality of second variables, and providing a composite timeseries forecast for the first variable by combining the first future timeseries and the second future timeseries.
09 - Scientific and electric apparatus and instruments
42 - Scientific, technological and industrial services, research and design
Goods & Services
(1) Downloadable mobile software for travel planning, namely downloadable software in the nature of mobile applications for providing information and making reservations for transportation, travel, flights, vacations, holidays and bookings for temporary lodging and accommodations; downloadable mobile software for searching, compiling, indexing and organizing travel information in the nature of ratings, reviews and recommendations about attractions, entertainment activities, travel options, accommodations, and transportation; downloadable mobile chatbot software application in the field of travel; downloadable mobile software using artificial intelligence for travel planning, namely downloadable software for recommending travel-related services based on artificial intelligence; downloadable artificial intelligence software used in the operating system of a mobile device for accessing, browsing, and searching online resources, databases, and websites for information, ratings, reviews and recommendations about attractions, entertainment activities, travel options, accommodations, and transportation. (1) Providing temporary use of online non-downloadable software for travel planning, namely non-downloadable software in the nature of mobile applications for providing information and making reservations for transportation, travel, flights, vacations, holidays and bookings for temporary lodging and accommodations; providing temporary use of online non-downloadable software for searching, compiling, indexing and organizing travel information in the nature of ratings, reviews and recommendations about attractions, entertainment activities, travel options, accommodations, and transportation; providing temporary use of online non-downloadable chatbot software in the field of travel; providing temporary use of online non-downloadable software using artificial intelligence for travel planning, namely non-downloadable software for recommending travel-related services based on artificial intelligence; providing temporary use of online non-downloadable artificial intelligence software used in the operating system of a mobile device for accessing, browsing, and searching online resources, databases, and websites for information, ratings, reviews and recommendations about attractions, entertainment activities, travel options, accommodations, and transportation.
09 - Scientific and electric apparatus and instruments
42 - Scientific, technological and industrial services, research and design
Goods & Services
(1) Downloadable mobile software for travel planning in the nature of planning travel routes, navigation, creating maps and routes for planning travel and vehicle charging routes for electric vehicles; downloadable mobile application software that allows users to access travel information, ratings, reviews and recommendations about tourist attractions, entertainment activities in the field of sports, music, film, theatre, travel routes, hotel accommodations, and transportation rentals, via a global computer network; downloadable mobile chatbot software application in the field of travel; downloadable mobile virtual assistant software using artificial intelligence for travel planning in the nature of planning travel routes, navigation, creating maps and routes for planning travel and vehicle charging routes for electric vehicles, travel itineraries; downloadable mobile virtual assistant software using artificial intelligence that allows users to access travel information, ratings, reviews and recommendations about tourist attractions, entertainment activities in the field of sports, music, film, theatre, travel routes, hotel accommodations, and transportation rentals, via a global computer network. (1) Providing temporary use of online non-downloadable software for travel planning in the nature of planning travel routes, navigation, creating maps and routes for planning travel and battery charging for electric vehicles; providing temporary use of online non-downloadable software that provides travel information, ratings, reviews and recommendations about tourist attractions, entertainment activities in the field of sports, music, film, theatre, travel routes, hotel accommodations, and transportation rentals; providing temporary use of online non-downloadable chatbot software in the field of travel; providing temporary use of online non-downloadable virtual assistant software using artificial intelligence for travel planning in the nature of planning travel routes, navigation, creating maps and routes for planning travel and battery charging for electric vehicles, travel itineraries; providing temporary use of online non-downloadable virtual assistant software using artificial intelligence to provide travel information, ratings, reviews and recommendations about tourist attractions, entertainment activities in the field of sports, music, film, theatre, travel routes, hotel accommodations, and transportation rental.
09 - Scientific and electric apparatus and instruments
42 - Scientific, technological and industrial services, research and design
Goods & Services
Downloadable mobile software for travel planning; downloadable mobile software that provides information, ratings, reviews and recommendations about attractions, entertainment activities, travel options, accommodations, and transportation; Downloadable mobile chatbot software application in the field of travel for travel planning, booking and shopping; downloadable mobile software using artificial intelligence for travel planning; downloadable mobile software using artificial intelligence for providing information, ratings, reviews and recommendations about attractions, entertainment activities, travel options, accommodations, and transportation. Providing temporary use of online non-downloadable software for travel planning; providing temporary use of online non-downloadable software that provides information, ratings, reviews and recommendations about attractions, entertainment activities, travel options, accommodations, and transportation; Providing temporary use of online non-downloadable chatbot software in the field of travel for travel planning, booking, and shopping; providing temporary use of online non-downloadable software using artificial intelligence for travel planning; providing temporary use of online non-downloadable software using artificial intelligence to provide information, ratings, reviews and recommendations about attractions, entertainment activities, travel options, accommodations, and transportation
09 - Scientific and electric apparatus and instruments
42 - Scientific, technological and industrial services, research and design
Goods & Services
Downloadable mobile software for travel planning; downloadable mobile software that provides information, ratings, reviews and recommendations about attractions, entertainment activities, travel options, accommodations, and transportation; Downloadable mobile chatbot software application in the field of travel for travel planning, booking and shopping; downloadable mobile software using artificial intelligence for travel planning; downloadable mobile software using artificial intelligence for providing information, ratings, reviews and recommendations about attractions, entertainment activities, travel options, accommodations, and transportation Providing temporary use of online non-downloadable software for travel planning; providing temporary use of online non-downloadable software that provides information, ratings, reviews and recommendations about attractions, entertainment activities, travel options, accommodations, and transportation; Providing temporary use of online non-downloadable chatbot software in the field of travel for travel planning, booking, and shopping; providing temporary use of online non-downloadable software using artificial intelligence for travel planning; providing temporary use of online non-downloadable software using artificial intelligence to provide information, ratings, reviews and recommendations about attractions, entertainment activities, travel options, accommodations, and transportation
Secure authentication and delayed transaction processing for booking management systems is provided. Third-party services partner with booking management systems to aggregate and list offerings of the third-party services in a digestible display on a one-stop platform. A booking management system can manage the authentication of payment card information on behalf of any number of such third-party services. The booking management system can maintain and process authentication information associated with traveler payment cards, and provide virtual payment information to the third-party services for payment following chargeable events. The third-party services may later initiate a transactions using the virtual payment information, without being required to perform authentication processing on the traveler payment card information maintained by the booking management system.
G06Q 20/34 - Payment architectures, schemes or protocols characterised by the use of specific devices using cards, e.g. integrated circuit [IC] cards or magnetic cards
G06Q 20/40 - Authorisation, e.g. identification of payer or payee, verification of customer or shop credentialsReview and approval of payers, e.g. check of credit lines or negative lists
G06Q 20/42 - Confirmation, e.g. check or permission by the legal debtor of payment
H04L 9/32 - Arrangements for secret or secure communicationsNetwork security protocols including means for verifying the identity or authority of a user of the system
Systems and methods are provided for obtaining a corpus of training data based on a plurality of natural language processing sessions, wherein the corpus of training data comprises a plurality of training data input vectors and a plurality of reference data output vectors, wherein a reference data output vector of the plurality of reference data output vectors represents a travel-based search request as a desired output to be generated from a training data input vector, of the plurality of training data input vectors, representing a natural language query regarding a travel reservation, training a natural-language-to-API model using the corpus of training data, wherein the natural-language-to-API model is trained to generate predicted travel-bases search requests using natural language query input.
Systems and methods are provided for obtaining a corpus of training data based on a plurality of natural language processing sessions, wherein the corpus of training data comprises a plurality of training data input vectors and a plurality of reference data output vectors, wherein a reference data output vector of the plurality of reference data output vectors represents a travel-based search request as a desired output to be generated from a training data input vector, of the plurality of training data input vectors, representing a natural language query regarding a travel reservation, training a natural-language-to-API model using the corpus of training data, wherein the natural-language-to-API model is trained to generate predicted travel-bases search requests using natural language query input.
09 - Scientific and electric apparatus and instruments
35 - Advertising and business services
39 - Transport, packaging, storage and travel services
41 - Education, entertainment, sporting and cultural services
42 - Scientific, technological and industrial services, research and design
43 - Food and drink services, temporary accommodation
Goods & Services
Downloadable software application for accessing digital
content in the nature of text, images and videos in the
fields of entertainment, travel, hotels, and restaurants;
downloadable software application allowing users to submit
electronic data to and access data in the nature of text,
images and videos from a website for educational and
entertainment purposes; downloadable software application
for accessing a website where users can post ratings,
reviews and recommendations on events, locations, services,
and activities in the fields of entertainment, travel,
hotels, and restaurants; downloadable software application
for the transmission of messages among users in the fields
of entertainment, travel, hotels, and restaurants;
downloadable software application for providing travel
information, news, images, videos, and maps; downloadable
software application for reserving and booking of
transportation and travel; downloadable software application
for checking transportation and travel reservations and
booking service; downloadable software application for
searching airfares and rates for other transportation,
hotels and other accommodations, namely, vacation homes,
condos, apartments, cabins and villas; downloadable software
application for creating templates and customized displays
in connection with offering travel reservation and booking
services and providing travel information; downloadable
images and video recordings in the field of travel. Marketing services; promotional marketing services;
providing information in the nature of price comparison
information and comparative ratings and rankings of airline
flights, hotels and temporary accommodations for use by
consumers for commercial purposes; arranging and conducting
customer loyalty and incentive reward programs to promote
the sale of products and services of others in the field of
travel, transportation, travel entertainment and travel
accommodations; arranging and conducting incentive award
programs to promote travel and the sale of travel-related
products and services of others for commercial, promotional
and advertising purposes; customer club services for
commercial, promotional and advertising purposes; promoting
the sale of charge and credit card accounts of others
through the administration of incentive award programs;
promoting the sale of products and services of others by
means of incentive award programs and customer clubs for
commercial promotion and for advertising purposes; business
consulting services; business consulting services in the
field of travel and travel planning; providing airfare price
comparison information; advertising services; promoting and
marketing the goods and services of others via electronic
communication networks; development of marketing strategies,
concepts and promotional programs for others in the field of
travel; promotion and marketing services in the field of
travel; providing a website featuring consumer information
in the nature of reviews, ratings and recommendations
relating to transportation, travel service providers,
restaurants, hotels and temporary accommodations. Travel services, namely, making reservations and bookings
for transportation, and providing travel information
services on travel activities for entertainment and travel
accommodations; transportation information services; travel
agency services, namely, making reservations and bookings
for transportation; providing information, news and reviews
of travel service providers concerning travel; providing via
a website and website links travel information, driving
directions for travel purposes and GPS navigation services,
but not including the provision of geographic information
system (GIS) software; organizing and arranging travel
activities, namely, arranging of transportation for travel
tours; making reservations for transportation for travel
tours to travel to events and to travel to attractions;
providing information about tour transportation and travel
to events and attractions; organizing transportation for
sight-seeing tours; travel and tour transportation
information services; travel and tour transportation ticket
reservation services; arranging bookings of day trips and
sight-seeing tours, namely, arranging transport for
travelers; providing reviews of travel service providers;
travel agency services, namely, making reservations and
bookings for others for transportation, airlines, trains,
rental cars, cruises; providing consumer reviews, ratings,
and recommendations relating to transportation and travel
service providers; providing information about
transportation and travel. Providing entertainment information and making and arranging
for ticket reservations and bookings for shows and other
entertainment events; providing online newsletters in the
fields of travel, travel planning, travel and entertainment
news, maps, city directories and listings; providing
information in the field of entertainment; publishing of
reviews; publication of on-line diaries [blogs] and online
publication of electronic journals in the fields of travel,
entertainment, hotels, restaurants, and tourism;
entertainment and education services, namely, ongoing
television programs and online non-downloadable videos
featuring travel information, recommendations, news and
features on all aspects of travel and travel-related topics;
providing via a website non-downloadable videos and images
in the field of travel; arranging travel tours for tourists,
namely, arranging and conducting guided sightseeing,
historical landmark and monument, farmer's market, art
gallery, museum, food, wine, and gastronomic tours. Providing temporary use of online non-downloadable software
for accessing digital content in the nature of texts, images
and videos in the fields of entertainment, travel, hotels,
and restaurants; providing temporary use of online
non-downloadable software allowing users to submit
electronic data to and access data in the nature of texts,
images and videos from a website for educational and
entertainment purposes; providing temporary use of online
non-downloadable software for accessing a website where
users can post ratings, reviews and recommendations on
events, locations, services, and activities in the fields of
entertainment, travel, hotels, and restaurants; providing
temporary use of online non-downloadable software for the
transmission of messages among users in the fields of
entertainment, travel, hotels, and restaurants; providing
temporary use of online non-downloadable software for
providing travel information, news, images, videos, and
maps; providing temporary use of online non-downloadable
software for reserving and booking of transportation and
travel; providing temporary use of online non-downloadable
software for checking transportation and travel reservations
and booking service; providing temporary use of online
non-downloadable software for searching airfares and rates
for other transportation, hotels, event attractions,
temporary accommodations, and travel activities; providing
temporary use of online non-downloadable software for
creating templates and customized displays in connection
with offering travel reservation and booking services and
providing travel information; hosting an interactive website
enabling users to post ratings, reviews and recommendations
on events and activities in the field of entertainment;
providing a website featuring geographic information. Accommodation bureau services, namely, making reservations
and bookings for others for hotels, temporary
accommodations, and restaurants and meals; providing
temporary accommodation information; providing consumer
reviews, ratings, and recommendations relating to
restaurants, hotels and temporary accommodations; providing
information in the field of reservations and bookings for
hotels and temporary lodging for travelers.
