Randomized Algorithms in Automatic Control and Data Mining, 2015 Intelligent Systems Reference Library Series, Vol. 67
Auteurs : Granichin Oleg, Volkovich Zeev (Vladimir), Toledano-Kitai Dvora
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.
Latest research on Randomized Algorithms in Automatic Control and Data Mining
Provides basic knowledge in Data Mining, Control Theory, Pattern Recognition and Randomized Algorithms
Written by leading experts in the field
Date de parution : 09-2016
Ouvrage de 251 p.
15.5x23.5 cm
Disponible chez l'éditeur (délai d'approvisionnement : 15 jours).
Prix indicatif 105,49 €
Ajouter au panierDate de parution : 07-2014
Ouvrage de 251 p.
15.5x23.5 cm
Disponible chez l'éditeur (délai d'approvisionnement : 15 jours).
Prix indicatif 105,49 €
Ajouter au panier