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Books > Computing & IT > Applications of computing > Artificial intelligence
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Analysis of Rare Categories (Paperback, 2012 ed.)
Loot Price: R2,910
Discovery Miles 29 100
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Analysis of Rare Categories (Paperback, 2012 ed.)
Series: Cognitive Technologies
Expected to ship within 10 - 15 working days
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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.
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