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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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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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Condizione: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Latest research on Randomized Algorithms in Automatic Control and Data MiningProvides basic knowledge in Data Mining, Control Theory, Pattern Recognition and Randomized AlgorithmsWritten by leading experts in the fieldRandomized alg. Codice articolo 449138601
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Randomized Algorithms in Automatic Control and Data Mining
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Springer Berlin Heidelberg Sep 2016, 2016
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ISBN 13: 9783662522912
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Taschenbuch. Condizione: 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. Codice articolo 9783662522912
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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, 2016
ISBN 10: 3662522918
ISBN 13: 9783662522912
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Taschenbuch. Condizione: Neu. Druck auf Anfrage Neuware - Printed after ordering - 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. Codice articolo 9783662522912
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Randomized Algorithms in Automatic Control and Data Mining
ISBN 10: 3662522918
ISBN 13: 9783662522912
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Taschenbuch. Condizione: Neu. 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.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 276 pp. Englisch. Codice articolo 9783662522912
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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 (Intelligent Systems Reference Library, 67)
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Randomized Algorithms in Automatic Control and Data Mining (Intelligent Systems Reference Library)
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Randomized Algorithms in Automatic Control and Data Mining (Intelligent Systems Reference Library)
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