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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设备

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:为了在集成分类器中有效地生成分类器并允许改进分类精度。Lolution:数据分类系统100包括:设备102,该设备102分别集成由多个分类器获得的规定数据集的分类结果并存储在特征量之间的对应关系数据集和标签是分类结果,作为学习数据;和一个设备103执行计算多个标签可以不为一个数据集分类的非同步分类概率的处理,以及多个标签可以针对一个数据集分类多个标签的同时分类概率,相对于未标记的每个标签在学习数据中的基于特征数量的数据集和从各种分类器的分类结果从分类结果中获取的集成分类,处理非同步分类概率和同时分类概率之间的聚合乘法值的处理对于每个标签来计算推荐评分,以及处理推荐评分的降序指定标签作为应另外生成分类器的标签,以将标签作为推荐信息输出。选择图:图1

著录项

  • 公开/公告号JP6976910B2

    专利类型

  • 公开/公告日2021-12-08

    原文格式PDF

  • 申请/专利权人 株式会社日立製作所;

    申请/专利号JP20180127516

  • 发明设计人 露木 雅文;小澤 洋司;

    申请日2018-07-04

  • 分类号G06F16/906;

  • 国家 JP

  • 入库时间 2022-08-24 22:40:24

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