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Information Theoretic Learning: Renyi's Entropy and Kernel Perspectives (Information Science and Statistics)

Jose C. Principe




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 | #6994932 in Books |  2012-05-27 |  2012-05-27 | Original language:English | PDF # 1 |  9.25 x1.25 x6.10l,1.68 | File type: PDF | 448 pages

||1 of 5 people found the following review helpful.| Descriptive matter|By Information TL|This product, Information Theoretic Learning, brings a set of useful representations of combined learning-algorithms with optimal property and practical information theory with signal processing approach.|3 of 3 people found the following review helpful.| Brilliant idea but not well-presented|By Pre| ||From the book reviews:|“The book is remarkable in various ways in the information it presents on the concept and use of entropy functions and their applications in signal processing and solution of statistical problems such as M-estimation, classificati

This book is the first cohesive treatment of ITL algorithms to adapt linear or nonlinear learning machines both in supervised and unsupervised paradigms. It compares the performance of ITL algorithms with the second order counterparts in many applications.



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