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Randomized Algorithms in Automatic Control and Data Mining

Oleg Granichin

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ISBN 10: 3642547850 / ISBN 13: 9783642547850
Editore: Springer-Verlag Gmbh Jul 2014, 2014
Nuovi Condizione: Neu
Da Rhein-Team Lörrach Ivano Narducci e.K. (Lörrach, Germania)

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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. 251 pp. Englisch. Codice inventario libreria 9783642547850

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Titolo: Randomized Algorithms in Automatic Control ...

Casa editrice: Springer-Verlag Gmbh Jul 2014

Data di pubblicazione: 2014

Legatura: Buch

Condizione libro:Neu

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Riassunto:

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.

Review:

“This book carefully and broadly covers aspects related to data, data mining, information, and knowledge. The reader will find it very interesting to go through the evolutionary path that the field of data mining has traversed. Each area of data mining is clearly defined in this book, supported by algorithms and small examples. ... the book will generate interest in researchers involved in data structures and algorithms.” (Harekrishna Misra, Computing Reviews, April, 2015)

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