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CLASSIFICATION TREE GENERATION METHOD, CLASSIFICATION TREE GENERATION DEVICE, AND CLASSIFICATION TREE GENERATION PROGRAM

机译:分类树生成方法,分类树生成设备和分类树生成程序

摘要

A classification tree generation device 10 that selects, from a plurality of classification condition candidates, a new classification condition to be added to a classification tree, which is a prediction model expressed in a tree structure formed from one or more nodes representing classification conditions, said device comprising: a first computation unit 11 that computes information gain relating to the classification condition candidate; a second computation unit 12 that computes, as a cost relating to the classification condition candidate, a value representing the magnitude of the smallest difference among differences between the classification condition candidate and each of the classification conditions included in the classification tree; and a selection unit 13 that selects, as the new classification condition, the classification condition candidate from among the plurality of classification condition candidates that has the largest value among values obtained by subtracting the computed cost from the computed information gain.
机译:分类树生成装置 10 ,其从多个分类条件候选者中选择要添加到分类树的新分类条件,该分类树是用一个或多个形成的树结构表示的预测模型。更多的节点代表分类条件,所述设备包括:第一计算单元 11 ,其计算与分类条件候选有关的信息增益;第二计算单元 12 ,作为与分类条件候选者有关的成本,计算出表示该分类条件候选者与包含在该分类条件中的每个分类条件之间的差中的最小差的大小的值。分类树选择单元 13 ,其从通过从计算出的信息中减去计算出的成本而获得的值之中的,具有最大值的多个分类条件候选中选择分类条件候选作为新的分类条件。获得。

著录项

  • 公开/公告号US2020342331A1

    专利类型

  • 公开/公告日2020-10-29

    原文格式PDF

  • 申请/专利权人 NEC CORPORATION;

    申请/专利号US201816962117

  • 发明设计人 TAKAO TAKENOUCHI;

    申请日2018-01-15

  • 分类号G06N5;G06F16/22;G06F16/28;G06N5/04;G06N20;

  • 国家 US

  • 入库时间 2022-08-21 11:22:51

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