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Machine learning from data steward feedback for data matching

机译:从数据管道反馈到数据匹配的机器学习

摘要

A system determines factored score by multiplying factor and match score for values of field in two records, offset score by adding offset to factored score, and weighted score by applying weight to offset score. The system determines status for two records based on combining weighted score with other weighted score corresponding to other field of two records. The system revises factor, offset, and weight based on feedback associated with two records. The system determines revised factored score by multiplying revised factor and match score for other values of field in two other records, revised offset score by adding revised offset to revised factored score, and revised weighted score by applying revised weight to revised offset score. The system determines learned status for two other records based on combining revised weighted score with additional weighted score corresponding to other field for two other records.
机译:系统通过乘以两个记录中的字段值的因子和匹配分数来确定因子分数,通过将偏移量添加到因子分数来偏移得分,并通过将重量应用于偏移分数来加权分数。该系统基于将加权分数组合的两个记录的状态确定与对应于两个记录的其他字段的其他加权分数相结合。基于与两个记录相关联的反馈来修改因子,偏移和权重。系统通过将修订因子和匹配分数乘以另外两条记录中的其他字段的其他值来确定修订的因素分数,通过添加修订后的偏移来修订偏移量来修改偏移量,并通过将修改后的重量应用于修改偏移分数来修改加权分数。该系统基于组合修订的加权分数与两个其他字段相对应的附加加权分数来确定来自其他记录的其他记录的学习状态。

著录项

  • 公开/公告号US11010771B2

    专利类型

  • 公开/公告日2021-05-18

    原文格式PDF

  • 申请/专利权人 SALESFORCE.COM INC.;

    申请/专利号US201916263313

  • 发明设计人 ARUN KUMAR JAGOTA;PIRANAVAN SELVANANDAN;

    申请日2019-01-31

  • 分类号G06Q30/02;G06N20;G06F16/28;G06K9/62;

  • 国家 US

  • 入库时间 2022-08-24 18:43:13

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