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Randomized Algorithms in Automatic Control and Data Mining by Oleg Granichin
Randomized Algorithms in Automatic Control and Data Mining 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 NZ
September 17th, 2016
Audience
  • Professional & Vocational
Edition
Softcover reprint of the original 1st ed. 2015
Illustrations
19 Illustrations, color; 80 Illustrations, black and white; XXIV, 251 p. 99 illus., 19 illus. in color.
Pages
251
Dimensions
155x235x15
ISBN-13
9783662522912
Product ID
26090729

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