Randomized Algorithms in Automatic Control and Data Mining

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 algorit...

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Những tác giả chính:	Granichin, Oleg, Volkovich, Zeev Vladimir, Toledano-Kitai, Dvora
Định dạng:	Sách
Ngôn ngữ:	English
Được phát hành:	Springer 2015
Những chủ đề:	Automatic control General Computer algorithms Software Development Computers
Truy cập trực tuyến:	https://scholar.dlu.edu.vn/thuvienso/handle/DLU123456789/58425
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spelling	oai:scholar.dlu.edu.vn:DLU123456789-584252023-11-11T06:10:33Z Randomized Algorithms in Automatic Control and Data Mining Granichin, Oleg Volkovich, Zeev Vladimir Toledano-Kitai, Dvora Automatic control General Computer algorithms Software Development Computers 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. 2015-09-22T07:23:31Z 2015-09-22T07:23:31Z 2015 Book 978-3-642-54786-7 978-3-642-54785-0 https://scholar.dlu.edu.vn/thuvienso/handle/DLU123456789/58425 en application/pdf Springer
institution	Thư viện Trường Đại học Đà Lạt
collection	Thư viện số
language	English
topic	Automatic control General Computer algorithms Software Development Computers
spellingShingle	Automatic control General Computer algorithms Software Development Computers Granichin, Oleg Volkovich, Zeev Vladimir Toledano-Kitai, Dvora Randomized Algorithms in Automatic Control and Data Mining
description	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.
format	Book
author	Granichin, Oleg Volkovich, Zeev Vladimir Toledano-Kitai, Dvora
author_facet	Granichin, Oleg Volkovich, Zeev Vladimir Toledano-Kitai, Dvora
author_sort	Granichin, Oleg
title	Randomized Algorithms in Automatic Control and Data Mining
title_short	Randomized Algorithms in Automatic Control and Data Mining
title_full	Randomized Algorithms in Automatic Control and Data Mining
title_fullStr	Randomized Algorithms in Automatic Control and Data Mining
title_full_unstemmed	Randomized Algorithms in Automatic Control and Data Mining
title_sort	randomized algorithms in automatic control and data mining
publisher	Springer
publishDate	2015
url	https://scholar.dlu.edu.vn/thuvienso/handle/DLU123456789/58425
_version_	1819840570163462144

Randomized Algorithms in Automatic Control and Data Mining

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