Abstract: A method may include identifying a dataset corresponding to an entity. The dataset may include characteristics of the entity, historic actions performed by the entity, and historic events involving the entity. The historic actions can be associated with one or more products or services. The method may include generating a hierarchy data structure corresponding to the entity based on the dataset. The hierarchy data structure can define a first data level for a first subset of the dataset and a second data level for a second subset of the dataset. The method may include generating a feature set based on a first featurization process applied to the first subset and a second featurization process applied to the second subset. The method may include executing a machine-learning model associated with the entity using the feature set as input.

Abstract: Embodiments of the present invention described herein generally relate to systems, methods and computer program products for tracking and reacting to touch events that a user generates when viewing a video. In particular, the embodiments of the invention relate to systems, methods and computer program products for defining objects that enter and leave a video scene, as well as move within the video scene as a function of time. Embodiments of the invention further relate to systems, methods and computer program products for tracking and reacting to users who generate events through the selection of objects while viewing the video scene, which can be in the form of a video stream or file, as well as reacting to or further processing such events.

Abstract: A method and system for providing video embedded with a plurality of motion touch enabled objects, each of the motion touch enabled objects corresponding to a given item featured in the video at one or more specific frames of the video. The method comprises providing playback of a motion touch enabled video to a viewer and presenting a plurality of touch objects encoded within the video to the viewer, where each of the plurality of touch objects configured to accept a touch from the viewer. The method further comprises receiving a touch for a given one of the plurality of touch objects from the viewer, presenting a touch feedback to the viewer upon receiving the touch for the given one of the plurality of touch objects, and recording the given touch object.

Abstract: A system and method for gathering user vote opinion. The method according to one embodiment presents a form representing a vote to a user, the form comprising a topic and a plurality of choices. The method then receives a selection of one of the choices from the user and identifies a plurality of demographic details associated with the user in connection with the selection of one of the choices. The method further associates the selection and demographic details with the vote and stores the selection and demographic details within a selection database. Finally, the method updates aggregate selection data associated with the vote.