Rough Sets, Fuzzy Sets, Data Mining and Granular Computing: 13th International Conference, RSFDGrC 2011, Moscow, Russia, June 25-27, 2011. Proceedings

✍ Scribed by Jiawei Han (auth.), Sergei O. Kuznetsov, Dominik Ślęzak, Daryl H. Hepting, Boris G. Mirkin (eds.)

• Publisher: Springer-Verlag Berlin Heidelberg
• Year: 2011
• Tongue: English
• Leaves: 381
• Series: Lecture Notes in Computer Science 6743 Lecture Notes in Artificial Intelligence
• Edition: 1
• Category: Library

✦ Synopsis

This book constitutes the refereed proceedings of the 13th International Conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing, RSFDGrC 2011, held in Moscow, Russia in June 2011.

The 49 revised full papers presented together with 5 invited and 2 tutorial papers were carefully reviewed and selected from a total of 83 submissions. The papers are organized in topical sections on rough sets and approximations, coverings and granules, fuzzy set models, fuzzy set applications, compound values, feature seletion and reduction, clusters and concepts, rules and trees, image processing, and interactions and visualization.

✦ Table of Contents

Front Matter....Pages -
Construction and Analysis of Web-Based Computer Science Information Networks....Pages 1-2
Towards Faster Estimation of Statistics and ODEs Under Interval, P-Box, and Fuzzy Uncertainty: From Interval Computations to Rough Set-Related Computations....Pages 3-10
Rough Set Based Uncertain Knowledge Expressing and Processing....Pages 11-18
What is a Fuzzy Concept Lattice? II....Pages 19-26
Rough Set Based Ensemble Classifier....Pages 27-27
The Use of Rough Set Methods in Knowledge Discovery in Databases....Pages 28-30
Fuzzy-Rough Data Mining....Pages 31-35
Dual Rough Approximations in Information Tables with Missing Values....Pages 36-43
Rough Sets and General Basic Set Assignments....Pages 44-51
General Tool-Based Approximation Framework Based on Partial Approximation of Sets....Pages 52-59
An Improved Variable Precision Model of Dominance-Based Rough Set Approach....Pages 60-67
Rough Numbers and Rough Regression....Pages 68-71
Covering Numbers in Covering-Based Rough Sets....Pages 72-78
On Coverings of Rough Transformation Semigroups....Pages 79-86
Covering Rough Set Model Based on Multi-granulations....Pages 87-90
A Descriptive Language Based on Granular Computing – Granular Logic....Pages 91-94
Optimization and Adaptation of Dynamic Models of Fuzzy Relational Cognitive Maps....Pages 95-102
Sensitivity Analysis for Fuzzy Linear Programming Problems....Pages 103-110
Estimation of Parameters of the Empirically Reconstructed Fuzzy Model of Measurements....Pages 111-118
Dominance-Based Rough Set Approach for Possibilistic Information Systems....Pages 119-126
Creating Fuzzy Concepts: the One-Sided Threshold, Fuzzy Closure and Factor Analysis Methods....Pages 127-134
Position Paper: Pragmatics in Fuzzy Theory....Pages 135-138
Regularization of Fuzzy Cognitive Maps for Hybrid Decision Support System....Pages 139-146
On Designing of Flexible Neuro-Fuzzy Systems for Nonlinear Modelling....Pages 147-154
Time Series Processing and Forecasting Using Soft Computing Tools....Pages 155-162
Fuzzy Linear Programming – Foreign Exchange Market....Pages 163-166
Fuzzy Optimal Solution of Fuzzy Transportation Problems with Transshipments....Pages 167-170
Fuzzy Optimal Solution of Fully Fuzzy Project Crashing Problems with New Representation of LR Flat Fuzzy Numbers....Pages 171-174
A Prototype System for Rule Generation in Lipski’s Incomplete Information Databases....Pages 175-182
How to Reconstruct the System’s Dynamics by Differentiating Interval-Valued and Set-Valued Functions....Pages 183-190
Symbolic Galois Lattices with Pattern Structures....Pages 191-198
Multiargument Relationships in Fuzzy Databases with Attributes Represented by Interval-Valued Possibility Distributions....Pages 199-206
Disjunctive Set-Valued Ordered Information Systems Based on Variable Precision Dominance Relation....Pages 207-210
An Interval-Valued Fuzzy Soft Set Approach for Normal Parameter Reduction....Pages 211-214
Incorporating Game Theory in Feature Selection for Text Categorization....Pages 215-222
Attribute Reduction in Random Information Systems with Fuzzy Decisions....Pages 223-230
Discernibility-Matrix Method Based on the Hybrid of Equivalence and Dominance Relations....Pages 231-239
Studies on an Effective Algorithm to Reduce the Decision Matrix....Pages 240-243
Accumulated Cost Based Test-Cost-Sensitive Attribute Reduction....Pages 244-247
Approximate Bicluster and Tricluster Boxes in the Analysis of Binary Data....Pages 248-256
From Triconcepts to Triclusters....Pages 257-264
Learning Inverted Dirichlet Mixtures for Positive Data Clustering....Pages 265-272
Developing Additive Spectral Approach to Fuzzy Clustering....Pages 273-277
Data-Driven Adaptive Selection of Rules Quality Measures for Improving the Rules Induction Algorithm....Pages 278-285
Relationships between Depth and Number of Misclassifications for Decision Trees....Pages 286-292
Dynamic Successive Feed-Forward Neural Network for Learning Fuzzy Decision Tree....Pages 293-301
An Improvement for Fast-Flux Service Networks Detection Based on Data Mining Techniques....Pages 302-309
Online Learning Algorithm for Ensemble of Decision Rules....Pages 310-313
Automatic Image Annotation Based on Low-Level Features and Classification of the Statistical Classes....Pages 314-321
Machine Learning Methods in Character Recognition....Pages 322-329
A Liouville-Based Approach for Discrete Data Categorization....Pages 330-337
Image Recognition with a Large Database Using Method of Directed Enumeration Alternatives Modification....Pages 338-341
Comparators for Compound Object Identification....Pages 342-349
Measuring Implicit Attitudes in Human-Computer Interactions....Pages 350-357
Visualization of Semantic Network Fragments Using Multistripe Layout....Pages 358-364
Pawlak Collaboration Graph and Its Properties....Pages 365-368
Back Matter....Pages -

✦ Subjects

Artificial Intelligence (incl. Robotics); Data Mining and Knowledge Discovery; Database Management; Mathematical Logic and Formal Languages; Computation by Abstract Devices; Pattern Recognition