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Randomized Algorithms in Automatic Control and Data Mining on Hardback by Oleg Granichin
Randomized Algorithms in Automatic Control and Data Mining on Hardback by Oleg Granichin
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Randomized Algorithms in Automatic Control and Data Mining

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Description

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.
Release date Australia
July 30th, 2014
Audience
  • Professional & Vocational
Illustrations
19 Illustrations, color; 80 Illustrations, black and white; XXIV, 251 p. 99 illus., 19 illus. in color.
Pages
251
Dimensions
155x235x18
ISBN-13
9783642547850
Product ID
22187349

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Randomized Algorithms in Automatic Control and Data Mining by Oleg Granichin
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