- 专利标题: Using feedback to create and modify candidate streams
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申请号: US15942361申请日: 2018-03-30
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公开(公告)号: US10832219B2公开(公告)日: 2020-11-10
- 发明人: John Robert Jersin , Alexis Blevins Baird , Erik Eugene Buchanan , Benjamin John McCann
- 申请人: Microsoft Technology Licensing, LLC
- 申请人地址: US WA Redmond
- 专利权人: Microsoft Technology Licensing, LLC
- 当前专利权人: Microsoft Technology Licensing, LLC
- 当前专利权人地址: US WA Redmond
- 代理机构: Schwegman Lundberg & Woessner, P.A.
- 主分类号: G06F16/24
- IPC分类号: G06F16/24 ; G06Q10/10 ; G06Q10/06 ; G06Q50/00 ; G06F16/9535 ; G06F16/9032 ; G06F16/28 ; G06N20/00 ; G06F16/2457 ; G06F16/635 ; G06F16/735 ; H04L12/58 ; H04L29/08 ; G06N7/00 ; G06F16/182
摘要:
Techniques for dynamically altering weights to re-weight attributes of an ordering model based on feedback in a streaming environment are described. In an embodiment, a system accesses, based on a candidate stream definition comprising a role including a title, one or more stream-related information sources, and extracts attributes from the sources. Additionally, the system inputs the attributes to a combined ordering model that is trained by a machine learning algorithm to output ordering scores for member profiles of an online system (e.g., hosting a social networking service). The combined ordering model includes weights assigned to the attributes. Moreover, the system orders, based on the ordering scores, the profiles. Furthermore, the system presents, on a display, of top-ordered profiles. Then, the system accesses feedback regarding the top-ordered profiles and dynamically trains the weights assigned to each of the attributes to alter the weights assigned to the attributes based on the feedback.
公开/授权文献
- US20190197180A1 USING FEEDBACK TO CREATE AND MODIFY CANDIDATE STREAMS 公开/授权日:2019-06-27