Analysis of Rare Categories
by
Jingrui He
Book Details
Format
Hardback or Cased Book
Book Series
Cognitive Technologies
ISBN-10
3642228127
ISBN-13
9783642228124
Publisher
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Imprint
Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Country of Manufacture
GB
Country of Publication
GB
Publication Date
Jan 5th, 2012
Print length
136 Pages
Weight
348 grams
Dimensions
24.50 x 16.20 x 1.50 cms
Ksh 16,200.00
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In many real-world problems, rare categories (minority classes) play essential roles despite their extreme scarcity. This book focuses on rare category analysis, where the majority classes have smooth distributions, and the minority classes exhibit the compactness property.
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.
Get Analysis of Rare Categories by at the best price and quality guaranteed only at Werezi Africa's largest book ecommerce store. The book was published by Springer-Verlag Berlin and Heidelberg GmbH & Co. KG and it has pages.
