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Titlebook: Randomized Algorithms in Automatic Control and Data Mining; Oleg Granichin,Zeev (Vladimir) Volkovich,Dvora Tol Book 2015 Springer-Verlag B

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書目名稱Randomized Algorithms in Automatic Control and Data Mining
編輯Oleg Granichin,Zeev (Vladimir) Volkovich,Dvora Tol
視頻videohttp://file.papertrans.cn/822/821122/821122.mp4
概述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
叢書名稱Intelligent Systems Reference Library
圖書封面Titlebook: Randomized Algorithms in Automatic Control and Data Mining;  Oleg Granichin,Zeev (Vladimir) Volkovich,Dvora Tol Book 2015 Springer-Verlag B
描述.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..
出版日期Book 2015
關鍵詞Intelligent Systems; Randomized Algorithms in Automatic Control; Randomized Algorithms in Data Mining
版次1
doihttps://doi.org/10.1007/978-3-642-54786-7
isbn_softcover978-3-662-52291-2
isbn_ebook978-3-642-54786-7Series ISSN 1868-4394 Series E-ISSN 1868-4408
issn_series 1868-4394
copyrightSpringer-Verlag Berlin Heidelberg 2015
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Randomized Control Strategies. based on observation sequences, and these estimates are then used in a parameterized feedback loop that, if properly selected, normally assumed or established the quality of a closed-loop system that satisfies the user.
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1868-4394 rn Recognition and Randomized Algorithms.Written by leading .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. i
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Randomized Stochastic Approximationave simple forms and provide consistent estimates of the unknown parameters for observations under almost arbitrary noise. They are easily incorporated into the design of quantum devices for estimating the gradient vector of a multivariable function.
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Clustering results in the partition of signals into groups in the environment when classes are not defined in advance. The resulting partition naturally describes the structure of a data set and can be used in the future to define it.
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