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Titlebook: Analysis of Rare Categories; Jingrui He Book 2012 Springer-Verlag Berlin Heidelberg 2012 Data analysis.Data mining.Feature selection.Machi

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發(fā)表于 2025-3-21 17:27:06 | 只看該作者 |倒序?yàn)g覽 |閱讀模式
期刊全稱(chēng)Analysis of Rare Categories
影響因子2023Jingrui He
視頻videohttp://file.papertrans.cn/157/156428/156428.mp4
發(fā)行地址First systematic investigation of rare categories.Suitable for researchers in the areas of data mining and feature selection.Develops effective algorithms with theoretical guarantees as well as good e
學(xué)科分類(lèi)Cognitive Technologies
圖書(shū)封面Titlebook: Analysis of Rare Categories;  Jingrui He Book 2012 Springer-Verlag Berlin Heidelberg 2012 Data analysis.Data mining.Feature selection.Machi
影響因子.In many real-world problems, rare categories (minority classes) play essential roles despite their extreme scarcity. The discovery, characterization and prediction of rare categories of rare examples may protect us from fraudulent or malicious behavior, aid scientific discovery, and even save lives. .This book focuses on rare category analysis, where the majority classes have smooth distributions, and the minority classes exhibit the compactness property. Furthermore, it focuses on the challenging cases where the support regions of the majority and minority classes overlap. The author has developed effective algorithms with theoretical guarantees and good empirical results for the related techniques, and these are explained in detail. The book is suitable for researchers in the area of artificial intelligence, in particular machine learning and data mining..
Pindex Book 2012
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1611-2482 ive algorithms with theoretical guarantees as well as good e.In many real-world problems, rare categories (minority classes) play essential roles despite their extreme scarcity. The discovery, characterization and prediction of rare categories of rare examples may protect us from fraudulent or malic
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Analysis of Rare Categories978-3-642-22813-1Series ISSN 1611-2482 Series E-ISSN 2197-6635
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978-3-642-43075-6Springer-Verlag Berlin Heidelberg 2012
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Thomas Langet academics, designers, engineers, consultants, but also asset owners and standardization committees interested in durability and service life assessment of concrete structures..978-3-030-96424-5978-3-030-96422-1Series ISSN 2213-204X Series E-ISSN 2213-2031
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