TY  - BOOK
AU  - Granichin,Oleg
AU  - Toledano-Kitai,Dvora
AU  - Volkovich,Zeev (Vladimir)
TI  - Randomized Algorithms in Automatic Control and Data Mining
T2  - Intelligent Systems Reference Library,
SN  - 9783642547867
U1  - 006.3 23
PY  - 2015///
CY  - Berlin, Heidelberg
PB  - Springer Berlin Heidelberg, Imprint: Springer
KW  - Computational intelligence
KW  - Control engineering
KW  - Data mining
KW  - Computational Intelligence
KW  - Control and Systems Theory
KW  - Data Mining and Knowledge Discovery
N1  - Randomized algorithms -- Randomization in estimation, identification and filtering problems under arbitrary external noises -- Data mining
N2  - 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
ER  -