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

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

 
9783662522912: Randomized Algorithms in Automatic Control and Data Mining: 67 (Intelligent Systems Reference Library)
Tapa blanda
ISBN 10: 3662522918 ISBN 13: 9783662522912
Editorial: Springer, 2016

Sinopsis

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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De la contraportada

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.

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
Springer
Año de publicación
2016
Idioma
Inglés
ISBN 10 
3662522918
ISBN 13 
9783662522912
Encuadernación
Tapa blanda
Número de páginas
276
Contacto del fabricante
ProductSafety@springernature.com
ProductSafety@springernature.com

Poststr. 9
Darmstadt
64293
Alemania

Otras ediciones populares con el mismo título

9783642547850: Randomized Algorithms in Automatic Control and Data Mining: 67 (Intelligent Systems Reference Library, 67)

Edición Destacada

ISBN 10:  3642547850 ISBN 13:  9783642547850
Editorial: Springer, 2014
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