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Randomized Algorithms in Automatic Control and Data Mining

2014-07-14 Technology & Engineering
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Release : 2014-07-14
Genre : Technology & Engineering
Kind : eBook
Book Rating : 869/5 ( reviews)

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Book Synopsis Randomized Algorithms in Automatic Control and Data Mining by : Oleg Granichin

Download or read book Randomized Algorithms in Automatic Control and Data Mining written by Oleg Granichin. This book was released on 2014-07-14. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Advances in Knowledge Discovery and Data Mining

2022-05-10 Computers
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Release : 2022-05-10
Genre : Computers
Kind : eBook
Book Rating : 360/5 ( reviews)

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Book Synopsis Advances in Knowledge Discovery and Data Mining by : João Gama

Download or read book Advances in Knowledge Discovery and Data Mining written by João Gama. This book was released on 2022-05-10. Available in PDF, EPUB and Kindle. Book excerpt: The 3-volume set LNAI 13280, LNAI 13281 and LNAI 13282 constitutes the proceedings of the 26th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining, PAKDD 2022, which was held during May 2022 in Chengdu, China. The 121 papers included in the proceedings were carefully reviewed and selected from a total of 558 submissions. They were organized in topical sections as follows: Part I: Data Science and Big Data Technologies, Part II: Foundations; and Part III: Applications.

Handbook of Research on Emergent Applications of Optimization Algorithms

2017-10-31 Computers
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Release : 2017-10-31
Genre : Computers
Kind : eBook
Book Rating : 918/5 ( reviews)

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Book Synopsis Handbook of Research on Emergent Applications of Optimization Algorithms by : Vasant, Pandian

Download or read book Handbook of Research on Emergent Applications of Optimization Algorithms written by Vasant, Pandian. This book was released on 2017-10-31. Available in PDF, EPUB and Kindle. Book excerpt: Modern optimization approaches have attracted an increasing number of scientists, decision makers, and researchers. As new issues in this field emerge, different optimization methodologies must be developed and implemented. The Handbook of Research on Emergent Applications of Optimization Algorithms is an authoritative reference source for the latest scholarly research on modern optimization techniques for solving complex problems of global optimization and their applications in economics and engineering. Featuring coverage on a broad range of topics and perspectives such as hybrid systems, non-cooperative games, and cryptography, this publication is ideally designed for students, researchers, and engineers interested in emerging developments in optimization algorithms.

Uncertainty in Complex Networked Systems

2018-12-14 Science
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Release : 2018-12-14
Genre : Science
Kind : eBook
Book Rating : 303/5 ( reviews)

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Book Synopsis Uncertainty in Complex Networked Systems by : Tamer Başar

Download or read book Uncertainty in Complex Networked Systems written by Tamer Başar. This book was released on 2018-12-14. Available in PDF, EPUB and Kindle. Book excerpt: The chapters in this volume, and the volume itself, celebrate the life and research of Roberto Tempo, a leader in the study of complex networked systems, their analysis and control under uncertainty, and robust designs. Contributors include authorities on uncertainty in systems, robustness, networked and network systems, social networks, distributed and randomized algorithms, and multi-agent systems—all fields that Roberto Tempo made vital contributions to. Additionally, at least one author of each chapter was a research collaborator of Roberto Tempo’s. This volume is structured in three parts. The first covers robustness and includes topics like time-invariant uncertainties, robust static output feedback design, and the uncertainty quartet. The second part is focused on randomization and probabilistic methods, which covers topics such as compressive sensing, and stochastic optimization. Finally, the third part deals with distributed systems and algorithms, and explores matters involving mathematical sociology, fault diagnoses, and PageRank computation. Each chapter presents exposition, provides new results, and identifies fruitful future directions in research. This book will serve as a valuable reference volume to researchers interested in uncertainty, complexity, robustness, optimization, algorithms, and networked systems.

Interval-Valued Intuitionistic Fuzzy Sets

2019-09-21 Technology & Engineering
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Release : 2019-09-21
Genre : Technology & Engineering
Kind : eBook
Book Rating : 901/5 ( reviews)

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Book Synopsis Interval-Valued Intuitionistic Fuzzy Sets by : Krassimir T. Atanassov

Download or read book Interval-Valued Intuitionistic Fuzzy Sets written by Krassimir T. Atanassov. This book was released on 2019-09-21. Available in PDF, EPUB and Kindle. Book excerpt: The book offers a comprehensive survey of interval-valued intuitionistic fuzzy sets. It reports on cutting-edge research carried out by the founder of the intuitionistic fuzzy sets, Prof. Krassimir Atanassov, giving a special emphasis to the practical applications of this extension. A few interesting case studies, such as in the area of data mining, decision making and pattern recognition, among others, are discussed in detail. The book offers the first comprehensive guide on interval-valued intuitionistic fuzzy sets. By providing the readers with a thorough survey and important practical details, it is expected to support them in carrying out applied research and to encourage them to test the theory behind the sets for new advanced applications. The book is a valuable reference resource for graduate students and researchers alike.

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