Randomized Algorithms in Automatic Control and Data Mining PDF Download

Are you looking for read ebook online? Search for your book and save it on your Kindle device, PC, phones or tablets. Download Randomized Algorithms in Automatic Control and Data Mining PDF full book. Access full book title Randomized Algorithms in Automatic Control and Data Mining by Oleg Granichin. Download full books in PDF and EPUB format.

Randomized Algorithms in Automatic Control and Data Mining

Randomized Algorithms in Automatic Control and Data Mining PDF Author: Oleg Granichin
Publisher: Springer
ISBN: 3642547869
Category : Technology & Engineering
Languages : en
Pages : 268

Get Book Here

Book 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.