Randomized Algorithms in Automatic Control and Data Mining: 67 (Intelligent Systems Reference Library, 67) - Softcover

Granichin, Oleg; Volkovich, Zeev (Vladimir); Toledano-Kitai, Dvora

 
9783662522912: Randomized Algorithms in Automatic Control and Data Mining: 67 (Intelligent Systems Reference Library, 67)
Softcover
ISBN 10: 3662522918 ISBN 13: 9783662522912
Publisher: Springer, 2016

Synopsis

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 book Randomized Algorithms in Automatic Control and Data Mining introduces 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.

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From the Back Cover

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 book Randomized Algorithms in Automatic Control and Data Mining introduces 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.

"About this title" may belong to another edition of this title.

Publisher
Springer
Publication date
2016
Language
English
ISBN 10 
3662522918
ISBN 13 
9783662522912
Binding
Paperback
Number of pages
275

Other Popular Editions of the Same Title

9783642547850: Randomized Algorithms in Automatic Control and Data Mining: 67 (Intelligent Systems Reference Library, 67)

Featured Edition

ISBN 10:  3642547850 ISBN 13:  9783642547850
Publisher: Springer, 2014
Hardcover