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Randomized Algorithms in Automatic Control and Data Mining (Hardback)

by Oleg Granichin

Springer

Hardback or Cased Book 251 pages Jul 30, 2014

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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.
Author:
Oleg Granichin
Publisher:
Springer
Publication Date:
Jul 30, 2014
Number of pages:
251 pages
Binding:
Hardback or Cased Book
ISBN-10:
3642547850
ISBN-13:
9783642547850