Items related to Randomized Algorithms in Automatic Control and Data...

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

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

 
9783642547850: Randomized Algorithms in Automatic Control and Data Mining: 67 (Intelligent Systems Reference Library, 67)
Hardcover
ISBN 10: 3642547850 ISBN 13: 9783642547850
Publisher: Springer, 2014

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
2014
Language
English
ISBN 10 
3642547850
ISBN 13 
9783642547850
Binding
Hardcover
Number of pages
275