书目名称 | Randomized Algorithms in Automatic Control and Data Mining |
编辑 | Oleg Granichin,Zeev (Vladimir) Volkovich,Dvora Tol |
视频video | |
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 |
丛书名称 | Intelligent Systems Reference Library |
图书封面 |  |
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 |
关键词 | Intelligent Systems; Randomized Algorithms in Automatic Control; Randomized Algorithms in Data Mining |
版次 | 1 |
doi | https://doi.org/10.1007/978-3-642-54786-7 |
isbn_softcover | 978-3-662-52291-2 |
isbn_ebook | 978-3-642-54786-7Series ISSN 1868-4394 Series E-ISSN 1868-4408 |
issn_series | 1868-4394 |
copyright | Springer-Verlag Berlin Heidelberg 2015 |