Rough Set Theory and Granular Computing

Rough Set Theory and Granular Computing PDF Author: Masahiro Inuiguchi
Publisher: Springer Science & Business Media
ISBN: 9783540005742
Category : Computers
Languages : en
Pages : 330

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Book Description
This monograph presents novel approaches and new results in fundamentals and applications related to rough sets and granular computing. It includes the application of rough sets to real world problems, such as data mining, decision support and sensor fusion. The relationship of rough sets to other important methods of data analysis – Bayes theorem, neurocomputing and pattern recognition is thoroughly examined. Another issue is the rough set based data analysis, including the study of decision making in conflict situations. Recent engineering applications of rough set theory are given, including a processor architecture organization for fast implementation of basic rough set operations and results concerning advanced image processing for unmanned aerial vehicles. New emerging areas of study and applications are presented as well as a wide spectrum of on-going research, which makes the book valuable to all interested in the field of rough set theory and granular computing.

Rough Set Theory and Granular Computing

Rough Set Theory and Granular Computing PDF Author: Masahiro Inuiguchi
Publisher: Springer Science & Business Media
ISBN: 9783540005742
Category : Computers
Languages : en
Pages : 330

Get Book Here

Book Description
This monograph presents novel approaches and new results in fundamentals and applications related to rough sets and granular computing. It includes the application of rough sets to real world problems, such as data mining, decision support and sensor fusion. The relationship of rough sets to other important methods of data analysis – Bayes theorem, neurocomputing and pattern recognition is thoroughly examined. Another issue is the rough set based data analysis, including the study of decision making in conflict situations. Recent engineering applications of rough set theory are given, including a processor architecture organization for fast implementation of basic rough set operations and results concerning advanced image processing for unmanned aerial vehicles. New emerging areas of study and applications are presented as well as a wide spectrum of on-going research, which makes the book valuable to all interested in the field of rough set theory and granular computing.

New Directions in Rough Sets, Data Mining, and Granular-Soft Computing

New Directions in Rough Sets, Data Mining, and Granular-Soft Computing PDF Author: Ning Zhong
Publisher: Springer
ISBN: 3540480617
Category : Mathematics
Languages : en
Pages : 587

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Book Description
This book constitutes the refereed proceedings of the 7th International Workshop on Rough Sets, Fuzzy Sets, Data Mining, and Granular-Soft Computing, RSFDGrC'99, held in Yamaguchi, Japan, in November 1999. The 45 revised regular papers and 15 revised short papers presented together with four invited contributions were carefully reviewed and selected from 89 submissions. The book is divided into sections on rough computing: foundations and applications, rough set theory and applications, fuzzy set theory and applications, nonclassical logic and approximate reasoning, information granulation and granular computing, data mining and knowledge discovery, machine learning, and intelligent agents and systems.

Artificial Intelligence Applications and Innovations

Artificial Intelligence Applications and Innovations PDF Author: Vladan Devedžic
Publisher: Springer
ISBN: 1402081510
Category : Computers
Languages : en
Pages : 485

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Book Description
Artificial Intelligence and Innovations (AIAI) will interest researchers, IT professionals and consultants by examining technologies and applications of demonstrable value. The conference focused on profitable intelligent systems and technologies. AIAI focuses on real world applications; therefore authors should highlight the benefits of AI technology for industry and services. Novel approaches solving business and industrial problems, using AI, will emerge from this conference.

Rough Sets

Rough Sets PDF Author: Lech Polkowski
Publisher: Springer Science & Business Media
ISBN: 3790817767
Category : Mathematics
Languages : en
Pages : 549

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Book Description
A comprehensive introduction to mathematical structures essential for Rough Set Theory. The book enables the reader to systematically study all topics of rough set theory. After a detailed introduction in Part 1 along with an extensive bibliography of current research papers. Part 2 presents a self-contained study that brings together all the relevant information from respective areas of mathematics and logics. Part 3 provides an overall picture of theoretical developments in rough set theory, covering logical, algebraic, and topological methods. Topics covered include: algebraic theory of approximation spaces, logical and set-theoretical approaches to indiscernibility and functional dependence, topological spaces of rough sets. The final part gives a unique view on mutual relations between fuzzy and rough set theories (rough fuzzy and fuzzy rough sets). Over 300 excercises allow the reader to master the topics considered. The book can be used as a textbook and as a reference work.

Rough Set Methods and Applications

Rough Set Methods and Applications PDF Author: Lech Polkowski
Publisher: Physica
ISBN: 3790818402
Category : Computers
Languages : en
Pages : 679

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Book Description
Rough set approach to reasoning under uncertainty is based on inducing knowledge representation from data under constraints expressed by discernibility or, more generally, similarity of objects. Knowledge derived by this approach consists of reducts, decision or association rules, dependencies, templates, or classifiers. This monograph presents the state of the art of this area. The reader will find here a deep theoretical discussion of relevant notions and ideas as well as rich inventory of algorithmic and heuristic tools for knowledge discovery by rough set methods. An extensive bibliography will help the reader to get an acquaintance with this rapidly growing area of research.

Rough Sets and Intelligent Systems Paradigms

Rough Sets and Intelligent Systems Paradigms PDF Author: Marzena Kryszkiewicz
Publisher: Springer
ISBN: 3540734511
Category : Computers
Languages : en
Pages : 854

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Book Description
This book constitutes the refereed proceedings of the International Conference on Rough Sets and Emerging Intelligent Systems Paradigms, held in Warsaw, Poland in June 2007. The conference was dedicated to the memory of Professor Zdzislaw Pawlak. Seventy-three full papers are presented, together with two keynote lectures and eleven invited papers. Each of these papers was subject to a strict editorial review.

Rough Sets and Knowledge Technology

Rough Sets and Knowledge Technology PDF Author: JingTao Yao
Publisher: Springer Science & Business Media
ISBN: 3540724575
Category : Computers
Languages : en
Pages : 588

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Book Description
This book constitutes the refereed proceedings of the Second International Conference on Rough Sets and Knowledge Technology, RSKT 2007, held in Toronto, Canada in May 2007 in conjunction with the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing, RSFDGrC 2007, both as part of the Joint Rough Set Symposium, JRS 2007.

Hybrid Rough Sets and Applications in Uncertain Decision-Making

Hybrid Rough Sets and Applications in Uncertain Decision-Making PDF Author: Lirong Jian
Publisher: CRC Press
ISBN: 1420087495
Category : Technology & Engineering
Languages : en
Pages : 280

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Book Description
As a powerful approach to data reasoning, rough set theory has proven to be invaluable in knowledge acquisition, decision analysis and forecasting, and knowledge discovery. With the ability to enhance the advantages of other soft technology theories, hybrid rough set theory is quickly emerging as a method of choice for decision making under uncerta

Rough Sets and Knowledge Technology

Rough Sets and Knowledge Technology PDF Author: Guoyin Wang
Publisher: Springer Science & Business Media
ISBN: 3540362975
Category : Computers
Languages : en
Pages : 830

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Book Description
This book constitutes the refereed proceedings of the First International Conference on Rough Sets and Knowledge Technology, RSKT 2006, held in Chongqing, China in July 2006. The volume presents 43 revised full papers and 58 revised short papers, together with 15 commemorative and invited papers. Topics include rough computing, evolutionary computing, fuzzy sets, granular computing, neural computing, machine learning and KDD, logics and reasoning, multiagent systems and Web intelligence, and more.

Multiple Criteria Decision Analysis: State of the Art Surveys

Multiple Criteria Decision Analysis: State of the Art Surveys PDF Author: Salvatore Greco
Publisher: Springer Science & Business Media
ISBN: 0387230815
Category : Business & Economics
Languages : en
Pages : 1063

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Book Description
Multiple Criteria Decision Analysis: State of the Art Surveys provides survey articles and references of the seminal or state-of-the-art research on MCDA. The material covered ranges from the foundations of MCDA, over various MCDA methodologies (outranking methods, multiattribute utility and value theories, non-classical approaches) to multiobjective mathematical programming, MCDA applications, and software. This vast amount of material is organized in 8 parts, with a total of 25 chapters. More than 2000 references are listed.