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Randomized Algorithms in Automatic Control and Data Mining (Intelligent Systems Reference Library (67))

Oleg Granichin, Zeev (Vladimir) Volkovich, Dvora Toledano-Kitai (auth.)

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مشخصات کتاب

نویسنده
Oleg Granichin, Zeev (Vladimir) Volkovich, Dvora Toledano-Kitai (auth.)
ناشر
Springer-Verlag Berlin Heidelberg
سال انتشار
۲۰۱۵
فرمت
PDF
زبان
انگلیسی
حجم فایل
۵٫۳ مگابایت
شابک
9783642547850، 9783642547867، 9783642547874، 9783662522912، 3642547850، 3642547869، 3642547877، 3662522918

دربارهٔ کتاب

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. Front Matter....Pages 1-22 Front Matter....Pages 1-2 Feedback, Averaging and Randomization in Control and Data Mining....Pages 3-22 Historical Overview....Pages 23-46 Front Matter....Pages 47-49 Randomized Stochastic Approximation....Pages 51-74 Linear Models....Pages 75-105 Randomized Control Strategies....Pages 107-127 Front Matter....Pages 129-130 Clustering....Pages 131-161 Cluster Validation....Pages 163-228 Back Matter....Pages 229-249

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