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Randomized Algorithms in Automatic Control and Data Mining

Name: Randomized Algorithms in Automatic Control and Data Mining
Brand: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
SKU: 14277955
Price: 102.57 EUR
Availability: InStock
Author: Oleg Granichin
ISBN: 9783662522912

Oleg Granichin

Dvora Toledano-Kitai

Language

English

Book Paperback

Libristo code: 14277955

Publishers Springer-Verlag Berlin and Heidelberg GmbH & Co. KG, September 2016

In the fields of data mining and control, the huge amount of unstructured data and the presence of u... Full description

Libristo code: 14277955

249 b

102.57 €

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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.