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.
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“This book carefully and broadly covers aspects related to data, data mining, information, and knowledge. The reader will find it very interesting to go through the evolutionary path that the field of data mining has traversed. Each area of data mining is clearly defined in this book, supported by algorithms and small examples. ... the book will generate interest in researchers involved in data structures and algorithms.” (Harekrishna Misra, Computing Reviews, April, 2015)
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Descrizione libro Hardcover. Condizione: new. Codice articolo 9783642547850
Descrizione libro Condizione: New. Codice articolo ABLIING23Mar3113020230875
Descrizione libro Condizione: New. PRINT ON DEMAND Book; New; Fast Shipping from the UK. No. book. Codice articolo ria9783642547850_lsuk
Descrizione libro Buch. Condizione: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -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. 276 pp. Englisch. Codice articolo 9783642547850
Descrizione libro Condizione: New. pp. 276. Codice articolo 26142281689
Descrizione libro Condizione: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Latest research on Randomized Algorithms in Automatic Control and Data MiningProvides basic knowledge in Data Mining, Control Theory, Pattern Recognition and Randomized AlgorithmsWritten by leading experts in the fieldRandomized alg. Codice articolo 5064194
Descrizione libro Buch. Condizione: Neu. Druck auf Anfrage Neuware - Printed after ordering - 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. Codice articolo 9783642547850
Descrizione libro Condizione: New. pp. 276 99 Illus. (19 Col.). Codice articolo 135050246