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Randomized Algorithms in Automatic Control and Data Mining
Hardcover
Series: Intelligent Systems Reference Library, Book 67
Technology & EngineeringDatabasesGeneral Computers
ISBN13: 9783642547850
Publisher: Springer
Published: Jul 30 2014
Pages: 251
Weight: 1.24
Height: 0.69 Width: 6.14 Depth: 9.21
Language: English
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.
1 different editions
Also available
Randomized Algorithms in Automatic Control and Data Mining
Granichin, Oleg
Volkovich
Toledano-Kitai, Dvora
Paperback
Also from
Granichin, Oleg
Randomized Algorithms in Automatic Control and Data Mining
Granichin, Oleg
Volkovich
Toledano-Kitai, Dvora
Paperback
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