发明授权
- 专利标题: Negative sampling
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申请号: US15827329申请日: 2017-11-30
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公开(公告)号: US11010688B2公开(公告)日: 2021-05-18
- 发明人: Gio Borje , Benjamin John McCann , David DiCato , Jerry Lin , Skylar Payne , Apoorv Khandelwal , Nadeem Anjum
- 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: G06F17/16
- IPC分类号: G06F17/16 ; G06N20/00 ; G06Q10/06 ; G06F17/15 ; G06Q10/10 ; G06K9/00 ; G06F17/18 ; G06N20/10
摘要:
Systems and methods for predicting feature values in a matrix are disclosed. In example embodiments, a server accesses a matrix, the matrix having multiple dimensions, one dimension of the matrix representing features, and one dimension of the matrix representing entities. The server separates the matrix into multiple submatrices along a first dimension, each submatrix including all cells in the matrix for a set of values in the first dimension. The server provides the multiple submatrices to multiple machines. The server computes, using each machine, a correlation between values in at least one second dimension of the matrix and a value for a preselected feature in the matrix, the correlation being used to predict the value for the preselected feature based on other values along the at least one second dimension. The server provides an output representing the computed correlation.
公开/授权文献
- US20190163668A1 NEGATIVE SAMPLING 公开/授权日:2019-05-30