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DATA CLASSIFICATION SYSTEM, DATA CLASSIFICATION METHOD, AND DATA CLASSIFICATION DEVICE

机译:数据分类系统,数据分类方法和数据分类装置

摘要

To efficiently generate a classifier in an integrated classifier and allow improvement of classification accuracy.SOLUTION: A data classification system 100 includes: a device 102 which integrates classification results of a prescribed dataset obtained by a plurality of classifiers respectively and stores correspondence between a feature quantity of the dataset and a label being the classification results, as learning data; and a device 103 which performs processing of calculating a non-simultaneous classification probability that a plurality of labels may be not classified for one dataset and a simultaneous classification probability that a plurality of labels may be classified for one dataset, with respect to each of unlabeled datasets in the learning data on the basis of the feature quantity and a classification probability outputted from an integrated classifier which has learnt from the classification results of the respective classifiers, processing of aggregating multiplication values between the non-simultaneous classification probability and the simultaneous classification probability for each label to calculate a recommendation score, and processing of specifying labels in the descending order of recommendation score as labels for which classifiers should be additionally generated, to output the labels as recommendation information.SELECTED DRAWING: Figure 1
机译:为了有效地在集成分类器中生成分类器并允许提高分类精度。解决方案:数据分类系统100包括:装置102,其将分别由多个分类器获得的规定数据集的分类结果进行积分,并存储特征量之间的对应关系。数据集和作为分类结果的标签作为学习数据;以及装置103,其针对每个未标记的对象,进行对一个数据集不对多个标签进行分类的非同时分类概率和对一个数据集对多个标签进行分类的同时分类概率的处理。基于特征量和从综合分类器输出的分类概率获取学习数据中的数据集,综合分类器从各个分类器的分类结果获悉,处理非同时分类概率和同时分类概率之间的乘法值的聚合为每个标签计算推荐分数,并按照推荐分数的降序指定标签作为要为其额外生成分类器的标签的处理,以输出标签作为推荐信息。图1

著录项

  • 公开/公告号JP2020008992A

    专利类型

  • 公开/公告日2020-01-16

    原文格式PDF

  • 申请/专利权人 HITACHI LTD;

    申请/专利号JP20180127516

  • 发明设计人 TSUYUKI MASAFUMI;OZAWA YOJI;

    申请日2018-07-04

  • 分类号G06F16;G06N20;

  • 国家 JP

  • 入库时间 2022-08-21 11:36:46

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