Abstract: Embodiments described herein are directed systems and methods that include the actions of receiving sensor data from a sensor configured to monitor a resource and analyzing the sensor data to identify one or more determined activities of the resource. A determined activity is selected, based on criteria, for a collection of additional information, and a query is generated for the collection of the additional information to reduce an error potential of the determined activity. The query is transmitted and results are received. Based on the results, the determined activity is updated, then stored with a timestamp as an activity data object in an activity data store. A record is generated that comprises the determined activity.

Abstract: An individual having a plurality of first features and a second characteristic is identified. A plurality of second features associated with a second characteristic is determined. For each first feature among the plurality of first features, a respective probability distribution indicating, for each respective second feature, a probability that a person having the respective second feature has the first feature, is determined, thereby generating a plurality of probability distributions. A probabilistic classifier is used to combine the plurality of probability distributions, thereby generating a merged probability distribution. A Monte Carlo method is used to generate a prediction set based on the merged probability distribution, the prediction set including a plurality of prediction values for the second characteristic of the individual, each respective prediction value being associated with one of the plurality of second features. The prediction set is stored in a memory.

Abstract: Methods, systems, and apparatus are disclosed which include filtering social media data for content resources that match one or more search terms, generating a feed based on the filtering, associating a content resource tag with each content resource, associating the feed with a first section of a layout of a content display, associating an advertisement campaign with a second section of the layout, providing the layout to be displayed on a display device, providing the content resources from the feed to be displayed in the first section of the layout, determining that one of the content resources currently displayed in the first section of the layout is associated with a content resource tag that matches one of the campaign tags of the advertisement campaign; and providing the advertisement image to be displayed in the second section of the layout.