Invention Grant
- Patent Title: Ranking user comments on media using reinforcement learning optimizing for session dwell time
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Application No.: US16446480Application Date: 2019-06-19
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Publication No.: US11625599B2Publication Date: 2023-04-11
- Inventor: Kapil Thadani , Akshay Soni , Parikshit Shah , Troy Chevalier , Sreekanth Ramakrishnan , Aaron Nagao , Zhi Qu
- Applicant: Yahoo Assets LLC
- Applicant Address: US NY New York
- Assignee: Yahoo Assets LLC
- Current Assignee: Yahoo Assets LLC
- Current Assignee Address: US NY New York
- Agency: Cooper Legal Group LLC
- Main IPC: G06N3/08
- IPC: G06N3/08 ; G06N7/00 ; G06F16/2457 ; G06F40/216 ; G06N7/02 ; G06N3/02 ; G06F16/338 ; G06N3/00 ; G06F17/00 ; G06N3/006 ; G06N3/084

Abstract:
A method is provided, including: storing comments generated in response to a content item served over a network; analyzing the comments to determine features associated with each of the comments; using a scoring model to score each comment based on the comment's corresponding features; receiving a request to serve a subset of the comments; responsive to the request, selecting a ranking of the comments that is one permutation from possible rankings of the comments, wherein selecting the ranking is in accordance with a probability distribution of the possible rankings that is based on the scores of the comments; serving comments identified by the selected ranking over the network to a client device; determining a dwell time on the served comments; applying the dwell time to update the scoring model.
Information query