OPTIMIZING USER ENGAGEMENT WITH CONTENT BASED ON AN OPTIMAL SET OF ATTRIBUTES FOR MEDIA INCLUDED IN THE CONTENT

    公开(公告)号:US20200042610A1

    公开(公告)日:2020-02-06

    申请号:US16051486

    申请日:2018-08-01

    Applicant: Facebook, Inc.

    Abstract: An online system identifies a candidate content item eligible for presentation to a viewing user of the online system, in which the candidate content item includes media (e.g., an image, a video, etc.). The online system identifies one or more media attributes for the media, such as color saturation, tone, brightness, sharpness, contrast, etc. The online system also predicts a value of a performance metric for the candidate content item that indicates a likelihood of user engagement with the candidate content item by the viewing user. For each modification that may be made to a media attribute, the online system predicts a change to the value of the performance metric. Based on the predicted change, the online system determines an optimal set of media attributes associated with a maximum predicted value of the performance metric. The online system modifies the media based on the optimal set of media attributes.

    Automatic placement of electronic media content items within an online document

    公开(公告)号:US10303743B2

    公开(公告)日:2019-05-28

    申请号:US15337289

    申请日:2016-10-28

    Applicant: Facebook, Inc.

    Abstract: An online system stores online documents, where each online document has a layout. The system creates augmented online documents by combining the online documents with one or more content items. The system stores client interactions with the content items, responsive to presenting the augmented online documents via a client device. The system receives a new online document. The system creates new augmented online documents by combining the new online document with one or more new content items. For each new augmented online document, the system generates a score based on one or more features describing the layout of the new augmented online document. The system selects a new augmented online document based on the generated scores and sends the selected new augmented online document for presentation via a client device.

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