- 专利标题: Systems and methods for establishing and utilizing a hierarchical Bayesian framework for ad click through rate prediction
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申请号: US14874153申请日: 2015-10-02
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公开(公告)号: US10559004B2公开(公告)日: 2020-02-11
- 发明人: Hongxia Yang , Robert Ormandi , Han-Yun Tsao , Quan Lu
- 申请人: Oath Inc.
- 申请人地址: US NY New York
- 专利权人: Oath Inc.
- 当前专利权人: Oath Inc.
- 当前专利权人地址: US NY New York
- 代理机构: Cooper Legal Group, LLC
- 主分类号: G06Q30/02
- IPC分类号: G06Q30/02 ; G06N7/00
摘要:
The present disclosure relates to a computer system configured establish and utilize a database for online ad realization prediction in an ad display platform associated with N parties, wherein N is a positive integral greater than 1. The computer system is configured obtain a party hierarchy for each of the N parties including a plurality of features of the party; select a target ad display event including N features, each of the N features corresponding to a node in a party hierarchy; obtain a prior probability reflecting an unconditional probability of ad realization occurrence at the target ad display event among all possible ad display events; for each of the N features: determine a marginal prior probability by decomposing components associated with the other N−1 features from the prior probability; determine a marginal posterior probability based on the marginal prior probability; and save the marginal posterior probability in the corresponding node of the party hierarchy.
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