Incomplete Information System and Rough Set Theory

Models and Attribute Reductions

Authors: Yang, Xibei, Yang, Jingyu

  • Considers not only the regular attributes but also the criteria in the incomplete information systems
  • Presents most of the important rough set models in the incomplete information systems
  • Addresses the practical approaches to compute reducts in terms of these models
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About this book

"Incomplete Information System and Rough Set Theory: Models and Attribute Reductions" covers theoretical study of generalizations of rough set model in various incomplete information systems. It discusses not only the regular attributes but also the criteria in the incomplete information systems. Based on different types of rough set models, the book presents the practical approaches to compute several reducts in terms of these models. The book is intended for researchers and postgraduate students in machine learning, data mining and knowledge discovery, especially for those who are working in rough set theory, and granular computing.

Dr. Xibei Yang is a lecturer at the School of Computer Science and Engineering, Jiangsu University of Science and Technology, China; Jingyu Yang is a professor at the School of Computer Science, Nanjing University of Science and Technology, China.

Table of contents (6 chapters)

  • Indiscernibility Relation, Rough Sets and Information System

    Yang, Xibei (et al.)

    Pages 3-42

  • Expansions of Rough Sets in Incomplete Information Systems

    Yang, Xibei (et al.)

    Pages 45-99

  • Neighborhood System and Rough Set in Incomplete Information System

    Yang, Xibei (et al.)

    Pages 101-130

  • Dominance-based Rough Sets in “*” Incomplete Information System

    Yang, Xibei (et al.)

    Pages 133-168

  • Dominance-based Rough Sets in “?” Incomplete Information System

    Yang, Xibei (et al.)

    Pages 169-192

Buy this book

eBook $99.00
price for USA
  • ISBN 978-3-642-25935-7
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Download immediately after purchase
Hardcover $129.00
price for USA
  • ISBN 978-3-642-25934-0
  • Free shipping for individuals worldwide
  • Online orders shipping within 2-3 days.
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Bibliographic Information

Bibliographic Information
Book Title
Incomplete Information System and Rough Set Theory
Book Subtitle
Models and Attribute Reductions
Authors
Copyright
2012
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Science Press,Beijng and Springer Berlin Heidelberg
Distribution Rights
Distribution rights in China: Science Press
eBook ISBN
978-3-642-25935-7
DOI
10.1007/978-3-642-25935-7
Hardcover ISBN
978-3-642-25934-0
Edition Number
1
Number of Pages
XIV, 232
Additional Information
Jointly published with Science Press.
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