Data-Variant Kernel Analysis



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Data-Variant Kernel Analysis
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AuthorYuichi Motai
PublisherWiley
Published2015
Pages256
LanguageEnglish
FormatPaper book / ebook (PDF)
ISBN-10111901932X
ISBN-139781119019329
EBook Hardcover Paperback

Describes and discusses the variants of kernel analysis methods for data types that have been intensely studied in recent years.

This book covers kernel analysis topics ranging from the fundamental theory of kernel functions to its applications. The book surveys the current status, popular trends, and developments in kernel analysis studies. The author discusses multiple kernel learning algorithms and how to choose the appropriate kernels during the learning phase. Data-Variant Kernel Analysis is a new pattern analysis framework for different types of data configurations. The chapters include data formations of offline, distributed, online, cloud, and longitudinal data, used for kernel analysis to classify and predict future state.





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