Randomized Algorithms in Automatic Control and Data Mining by Oleg GranichinRandomized Algorithms in Automatic Control and Data Mining by Oleg Granichin

Randomized Algorithms in Automatic Control and Data Mining

byOleg Granichin, Zeev (Vladimir) Volkovich, Dvora Toledano-Kitai

Hardcover | July 30, 2014

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In the fields of data mining and control, the huge amount of unstructured data and the presence of uncertainty in system descriptions have always been critical issues. The bookRandomized Algorithms in Automatic Control and Data Miningintroduces the readers to the fundamentals of randomized algorithm applications in data mining (especially clustering) and in automatic control synthesis. The methods proposed in this book guarantee that the computational complexity of classical algorithms and the conservativeness of standard robust control techniques will be reduced. It is shown that when a problem requires "brute force" in selecting among options, algorithms based on random selection of alternatives offer good results with certain probability for a restricted time and significantly reduce the volume of operations.

Title:Randomized Algorithms in Automatic Control and Data MiningFormat:HardcoverDimensions:251 pagesPublished:July 30, 2014Publisher:Springer-Verlag/Sci-Tech/TradeLanguage:English

The following ISBNs are associated with this title:

ISBN - 10:3642547850

ISBN - 13:9783642547850

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Table of Contents

Randomized algorithms.- Randomization in estimation, identification and filtering problems under arbitrary external noises.- Data mining.

Editorial Reviews

"This book carefully and broadly covers aspects related to data, data mining, information, and knowledge. The reader will find it very interesting to go through the evolutionary path that the field of data mining has traversed. Each area of data mining is clearly defined in this book, supported by algorithms and small examples. . the book will generate interest in researchers involved in data structures and algorithms." (Harekrishna Misra, Computing Reviews, April, 2015)