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

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

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

Inhaltsangabe

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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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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Verlag
Springer
Erscheinungsdatum
2014
Sprache
Englisch
ISBN 10 
3642547850
ISBN 13 
9783642547850
Einband
Gebundene Ausgabe
Anzahl der Seiten
275
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