Abstract:
Methods, systems and computer program products for evaluating performance of generative models are disclosed. One method includes providing a base model and a candidate model having observed variables and first and second conceptually related variables related to the observed variables, respectively, receiving observations assigned to a subset of the observed variables, and for each observation, evaluating the observation by the base model to produce a base assessment of the observation, evaluating the observation by the candidate model to produce a second assessment of the observation, determining a similarity measure of the assessment of the observation based on the base and second assessments, and selecting a subset of observations having low similarity measures for use in evaluating performance of the candidate model.
Abstract:
Methods, systems, and media for managing notifications directed to multiple applications installed on a user device are provided. In some embodiments, a method for managing notifications is provided, the method comprising: receiving, using a hardware processor, a first notification for a first application; determining a first user device associated with the first application; receiving a second notification for a second application; determining a second user device associated with the second application; determining that the first user device and the second user device are the same device; determining that the first notification and the second notification are corresponding notifications; determining that the first notification has priority over the second notification; sending the first notification to the first user device upon determining that the first notification has priority over the second notification; and inhibiting the second notification from being sent to the first user device.
Abstract:
A system for creating and maintaining subscribable channel collections includes a computer-readable storage medium having encoded thereon a program of instructions for generating and maintaining channel collections, and a processor that executes the program of instructions to: display a channel collection configuration interface, receive two or more channel selections through the channel collection interface to populate a channel collection to include multiple channels, one or more of the multiple channels comprising multiple content items, using a channel creation operation, create a subscribable, channel collection, and receive a subscription request from a media device and using a channel collection subscription operation, create a channel collection subscription linked to the media device.