| 期刊全稱 | Analysis of Rare Categories | | 影響因子2023 | Jingrui He | | 視頻video | http://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 | Cognitive Technologies | | 圖書(shū)封面 |  | | 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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