Approaches for determining scheduling assignments for the movement of people along a multi-segment path from a starting location to a destination location, are used to manage crowds, predict crowd behavior, and mitigate crowd turbulence. For example, to mitigate crowd congestion, routing solutions specifying an amount of time to spend at a destination and a departure time can be provided. Itinerary assignments, crowd data, and data associated with an event can be analyzed and weighted to determine scheduling assignments. Scheduling assignments can be validated against current crowd data and event data. Current crowd data and event data and crowd simulation can be used to predict future crowd behavior or crowd problems. Scheduling assignments can be rescheduled to mitigate crowd problems or emergencies.

An electronic device that provides recommendation information is described. During operation, the electronic device may obtain itinerary information associated with an individual. Then, the electronic device may determine environmental factors associated with the itinerary information. Moreover, the electronic device may dynamically compute carbon footprints of multiple types of transportation based at least in part on the itinerary information and the environmental factors. For example, a given carbon footprint of a given type of transportation may include an incremental carbon footprint associated with the individual and a total carbon footprint of the given type of transportation. Next, the electronic device may provide recommendation information including the multiple types of transportation and the computed associated carbon footprints.

The disclosed technology provides solutions for enriching map data with event information. In some aspects, the disclosed technology includes a process that includes steps for receiving a map query associated with the map for a user, aggregating one or more events that are associated with a respective location on a map, and processing the one or more events to generate one or more event clusters based on the map query. In some aspects, the process can further include steps for providing at least one of the one or more event clusters to the user. Systems and machine-readable media are also provided.

A computer-implemented method for determining alternative plans for a user may include: determining an event status of an event based on one or more parameters, wherein the event status comprises a target event indicator, wherein the one or more parameters comprise event population; obtaining event data of a target event; obtaining transactional data of the user, wherein the transactional data includes transaction time and transaction location; determining, via one or more processors, a likelihood of a potential transaction of the user associated with the target event by processing the transactional data and the event data using a trained machine learning model; and transmitting, to the user, a notification based on the determined likelihood of the potential transaction, wherein the notification includes a suggestion for alternative travel plans of the user.

A web application to store people’s itinerary. The system handles Itinerary with time, place and activity and has the ability to search other people’s itinerary, clone it and make changes to fit their own purpose and ability to share the user itinerary with other people for viewing and for editing.

A split vacation deal server sending queries in plural batches wherein at least one batch is sent, via at least one API, to at least one data supplier server having at least one policy limiting at least one current aspect of the at least one data supplier server's interaction with the split vacation deal server.

A hardware system enables computer network interaction between network identity services and account-based service applications. In some examples, the network identity service biometrically identifies people. The network identity services and/or account-based service applications interact to exchange data in order to monitor, track, initiate, and/or cooperatively and/or individually perform various functions while protecting data that should not be shared and minimizing communication network usage and hardware and software resources. This interaction enables both to accomplish more and different tasks than they could individually while improving operational efficiency of hardware and software components of both.

A system and method for implementation of transaction security on a distributed ledger-based Mobility-as-a-Service (MaaS) platform is provided. The system includes a message broker device which receives a transaction request associated with a transport service from a publisher node of a transportation provider. The message broker device routes, via an API gateway hosted on the message broker device, the transaction request to a subscriber node of the transportation provider. The API gateway validates the transaction request based on application of a set of security rules on the transaction request. The subscriber node is associated with a first node of a distributed ledger node that stores a first state object. The first state object includes transaction data associated with the transport service. The distributed ledger node receives the validated first transaction request from the API gateway, via the subscriber node and updates the transaction data based on the received transaction request.

Systems and methods are disclosed for providing a reservation based subscription service that includes one or more processors that perform operations comprising: receiving reservation information for a subscriber of a reservation-based subscription service, the reservation information comprising a booking date and a reservation date; computing a subscription value for the subscriber based on the reservation information; generating, based on the subscription value, a candidate composite offering that includes a first candidate reservation service of a first type and a second candidate reservation service of a second type that are available on the reservation date; determining that the second candidate reservation service has expired; and in response to determining that the second candidate reservation service has expired, modifying the candidate composite offering with a complementary reservation service corresponding to the second candidate reservation service.

Technologies described herein offer a contextually aware schedule service technology. User-related activity is monitored to detect a future event related to the user. Information is extracted from the monitored user-related activity information. The extracted information about the future event can be evaluated to determine whether it is related to another future event associated with the user. When a particular future event for the user changes, a set of related events may be utilized to determine a related event is affected by the change. For example, a user may be notified to cancel or modify the future event. Additionally, service providers associated with the affected event(s) may be notified, or a personal assistant service may facilitate automatically rescheduling the affected events.