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Randomized Algorithms in Automatic Control and Data Mining

Language EnglishEnglish
Book Paperback
Book Randomized Algorithms in Automatic Control and Data Mining Oleg Granichin
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
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107.93 €
211.10  лв
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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.

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About the book

Full name Randomized Algorithms in Automatic Control and Data Mining
Author Oleg Granichin, Dvora Toledano-Kitai
Language English
Binding Book - Paperback
Date of issue 2016
Number of pages 251
EAN 9783662522912
ISBN 3662522918
Libristo code 14277955
Publishers Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Weight 4219
Dimensions 155 x 15 x 16

Categories

Technology, Engineering, Agriculture > Electronics & communications engineering > Electronics engineering > Automatic control engineering
Computing & Information Technology > Computer science > Artificial intelligence > Expert systems / knowledge-based systems
Technology, Engineering, Agriculture > Technology: general issues > Engineering: general
Computing & Information Technology > Databases > Data mining
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