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The Data Mining and Knowledge Discovery Handbook最新文献

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Granular Computing and Rough Sets 颗粒计算和粗糙集
The Data Mining and Knowledge Discovery Handbook Pub Date : 1900-01-01 DOI: 10.1007/0-387-25465-X_24
T. Lin, C. Liau
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引用次数: 31
Decision Trees 决策树
The Data Mining and Knowledge Discovery Handbook Pub Date : 1900-01-01 DOI: 10.1201/9781315374062-11
L. Rokach, O. Maimon
{"title":"Decision Trees","authors":"L. Rokach, O. Maimon","doi":"10.1201/9781315374062-11","DOIUrl":"https://doi.org/10.1201/9781315374062-11","url":null,"abstract":"Decision Trees are considered to be one of the most popular approaches for representing classifiers. Researchers from various disciplines such as statistics, machine learning, pattern recognition, and Data Mining have dealt with the issue of growing a decision tree from available data. This paper presents an updated survey of current methods for constructing decision tree classifiers in a top-down manner. The chapter suggests a unified algorithmic framework for presenting these algorithms and describes various splitting criteria and pruning methodologies.","PeriodicalId":403480,"journal":{"name":"The Data Mining and Knowledge Discovery Handbook","volume":"20 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121493008","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 23
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