The LNCS journal Transactions on Rough Sets is devoted to the entire spectrum of rough sets related issues, from logical and mathematical foundations, through all aspects of rough set theory and its applications, such as data mining, knowledge discovery, and intelligent information processing, to relations between rough sets and other approaches to uncertainty, vagueness, and incompleteness, such as fuzzy sets and theory of evidence.
The 10 articles contained in this volume introduce a number of advances in the foundations and applications of rough sets. The topics covered include calculus of attribute-value pairs useful in mining numerical data; definability and coalescence of approximations; a variable consistency generalization approach to bagging, controlled by measures of consistency;the use of classical and dominance-based rough sets in the search for genes; judgement about satisfiability with incomplete information; irreducible descriptive sets of attributes for information systems useful in the design of concurrent data models; computational theory of perceptions (CTP) and its characteristics and relation with fuzzy-granulation; methods and algorithms of Net-processing; and decision table reduction methods based on fuzzy rough sets.
Author(s): Jerzy W. Grzymala-Busse (auth.), James F. Peters, Andrzej Skowron (eds.)
Series: Lecture Notes in Computer Science 5946 : Transactions on Rough Sets
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2010
Language: English
Pages: 189
Tags: Mathematical Logic and Formal Languages; Computation by Abstract Devices; Theory of Computation; Image Processing and Computer Vision; Pattern Recognition; Artificial Intelligence (incl. Robotics)
Front Matter....Pages -
Mining Numerical Data – A Rough Set Approach....Pages 1-13
Definability and Other Properties of Approximations for Generalized Indiscernibility Relations....Pages 14-39
Variable Consistency Bagging Ensembles....Pages 40-52
Classical and Dominance-Based Rough Sets in the Search for Genes under Balancing Selection....Pages 53-65
Satisfiability Judgement under Incomplete Information....Pages 66-91
Irreducible Descriptive Sets of Attributes for Information Systems....Pages 92-105
Computational Theory Perception (CTP), Rough-Fuzzy Uncertainty Analysis and Mining in Bioinformatics and Web Intelligence: A Unified Framework....Pages 106-129
Decision Rule-Based Data Models Using TRS and NetTRS – Methods and Algorithms....Pages 130-160
A Distributed Decision Rules Calculation Using Apriori Algorithm....Pages 161-176
Decision Table Reduction in KDD: Fuzzy Rough Based Approach....Pages 177-188
Back Matter....Pages -
