- 专利标题: Bias mitigation in machine learning pipeline
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申请号: US16871312申请日: 2020-05-11
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公开(公告)号: US11631036B2公开(公告)日: 2023-04-18
- 发明人: Ramya Malur Srinivasan , Ajay Chander
- 申请人: FUJITSU LIMITED
- 申请人地址: JP Kawasaki
- 专利权人: FUJITSU LIMITED
- 当前专利权人: FUJITSU LIMITED
- 当前专利权人地址: JP Kawasaki
- 代理机构: Fujitsu Patent Center
- 主分类号: G06N20/00
- IPC分类号: G06N20/00 ; G06N20/20 ; G06F3/0482 ; G06K9/62
摘要:
According to an aspect of an embodiment, operations include controlling a user device to display a plurality of task-specific questions onto an electronic user interface (UI) of the user device. Each task-specific question corresponds to a check for presence of a bias in one of a sequence of development phases of a machine learning (ML) model. The operations further include receiving a first input comprising a plurality of user responses corresponding to the displayed plurality of task-specific questions and determining a set of biases associated with the ML model based on the received first input. The operations further include controlling the user device to display the determined set of biases and a set of plausible actions to mitigate an effect of the determined set of biases on the ML model.
公开/授权文献
- US20210350285A1 BIAS MITIGATION IN MACHINE LEARNING PIPELINE 公开/授权日:2021-11-11
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