Randomized Algorithms in Automatic Control and Data Mining: 67 - Brossura

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

 
9783662522912: Randomized Algorithms in Automatic Control and Data Mining: 67
Brossura
ISBN 10: 3662522918 ISBN 13: 9783662522912
Casa editrice: Springer, 2016

Sinossi

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.

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Dalla quarta di copertina

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.

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

Editore
Springer
Data di pubblicazione
2016
Lingua
Inglese
ISBN 10 
3662522918
ISBN 13 
9783662522912
Rilegatura
Copertina flessibile
Numero di pagine
276
Contatto del produttore
ProductSafety@springernature.com
ProductSafety@springernature.com

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Darmstadt
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Germania

Altre edizioni note dello stesso titolo

9783642547850: Randomized Algorithms in Automatic Control and Data Mining: 67

Edizione in evidenza

ISBN 10:  3642547850 ISBN 13:  9783642547850
Casa editrice: Springer-Nature New York Inc, 2014
Rilegato