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Randomized Algorithms in Automatic Control and Data Mining (Intelligent Systems Reference Library, 67) - Hardcover
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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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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Randomized Algorithms in Automatic Control and Data Mining.
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xxi, 251 p. Hardcover. Versand aus Deutschland / We dispatch from Germany via Air Mail. Einband bestoßen, daher Mängelexemplar gestempelt, sonst sehr guter Zustand. Imperfect copy due to slightly bumped cover, apart from this in very good condition. Stamped. Sprache: Englisch. Seller Inventory # 1159LB
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Randomized Algorithms in Automatic Control and Data Mining
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Springer Berlin Heidelberg, 2014
ISBN 10: 3642547850
ISBN 13: 9783642547850
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Randomized Algorithms in Automatic Control and Data Mining
Published by
Springer Berlin Heidelberg, 2014
ISBN 10: 3642547850
ISBN 13: 9783642547850
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Hardcover
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Randomized Algorithms in Automatic Control and Data Mining
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Randomized Algorithms in Automatic Control and Data Mining (Intelligent Systems Reference Library, 67)
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Randomized Algorithms in Automatic Control and Data Mining
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Randomized Algorithms in Automatic Control and Data Mining
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Randomized Algorithms in Automatic Control and Data Mining (Intelligent Systems Reference Library, 67)
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Randomized Algorithms in Automatic Control and Data Mining
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Randomized Algorithms in Automatic Control and Data Mining
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Springer Berlin Heidelberg Jul 2014, 2014
ISBN 10: 3642547850
ISBN 13: 9783642547850
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Buch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -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. 276 pp. Englisch. Seller Inventory # 9783642547850
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