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.
Author(s): Zdzisław Pawlak (auth.), Ning Zhong, Andrzej Skowron, Setsuo Ohsuga (eds.)
Series: Lecture Notes in Computer Science 1711 : Lecture Notes in Artificial Intelligence
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 1999
Language: English
Pages: 566
Tags: Artificial Intelligence (incl. Robotics); Mathematical Logic and Formal Languages; Information Storage and Retrieval; Computation by Abstract Devices; Database Management
Front Matter....Pages -
Decision Rules, Bayes’ Rule and Rough Sets....Pages 1-9
A New Direction in System Analysis: From Computation with Measurements to Computation with Perceptions....Pages 10-11
On Text Mining Techniques for Personalization....Pages 12-18
A Road to Discovery Science....Pages 19-19
Calculi of Granules Based on Rough Set Theory: Approximate Distributed Synthesis and Granular Semantics for Computing with Words....Pages 20-28
Discovery of Rules about Complications....Pages 29-37
Rough Genetic Algorithms....Pages 38-46
Classifying Faults in High Voltage Power Systems: A Rough-Fuzzy Neural Computational Approach....Pages 47-54
Toward Spatial Reasoning in the Framework of Rough Mereology....Pages 55-63
An Algorithm for Finding Equivalence Relations from Tables with Non-deterministic Information....Pages 64-72
On the Extension of Rough Sets under Incomplete Information....Pages 73-81
On Rough Relations: An Alternative Formulation....Pages 82-90
Formal Rough Concept Analysis....Pages 91-99
Noise Reduction in Telecommunication Channels Using Rough Sets and Neural Networks....Pages 100-108
Rough Set Analysis of Electrostimulation Test Database for the Prediction of Post-Operative Profits in Cochlear Implanted Patients....Pages 109-117
A Rough Set-Based Approach to Text Classification....Pages 118-127
Modular Rough Fuzzy MLP: Evolutionary Design....Pages 128-136
Approximate Reducts and Association Rules....Pages 137-145
Handling Missing Values in Rough Set Analysis of Multi-attribute and Multi-criteria Decision Problems....Pages 146-157
The Generic Rough Set Inductive Logic Programming Model and Motifs in Strings....Pages 158-167
Rough Problem Settings for Inductive Logic Programming....Pages 168-177
Using Rough Sets with Heuristics for Feature Selection....Pages 178-187
The Discretization of Continuous Attributes Based on Compatibility Rough Set and Genetic Algorithm....Pages 188-192
Level Cut Conditioning Approach to the Necessity Measure Specification....Pages 193-202
Four c -Regression Methods and Classification Functions....Pages 203-211
Context-Free Fuzzy Sets in Data Mining Context....Pages 212-220
Applying Fuzzy Hypothesis Testing to Medical Data....Pages 221-229
Generating a Macroeconomic Fuzzy Forecasting System Using Evolutionary Search....Pages 230-238
Fuzzy Control of Nonlinear Systems Using Nonlinearized Parameterization....Pages 239-247
Control of Chaotic Systems Using Fuzzy Model-Based Regulators....Pages 248-256
Fuzzy Behavior-Based Control for the Obstacle Avoidance of Multi-link Manipulators....Pages 257-265
Fuzzy Future Value and Annual Cash Flow Analyses....Pages 266-270
Semi-linear Equation with Fuzzy Parameters....Pages 271-275
First Order Rough Logic-Revisited....Pages 276-284
A Generalized Decision Logic in Interval-Set-Valued Information Tables....Pages 285-293
Many-Valued Dynamic Logic for Qualitative Decision Theory....Pages 294-303
Incorporating Fuzzy Set Theory and Matrix Logic in Multi-layer Logic....Pages 304-313
Fuzzy Logic as Interfacing Media for Constraint Propagation Based on Theories of Chu Space and Information Flow....Pages 314-323
Pattern Reasoning: A New Solution for Knowledge Acquisition Problem....Pages 324-333
Probabilistic Inference and Bayesian Theorem Based on Logical Implication....Pages 334-342
Reasoning with Neural Logic Networks....Pages 343-351
The Resolution for Rough Propositional Logic with Lower (L) and Upper (H) Approximate Operators....Pages 352-356
Information Granules in Distributed Environment....Pages 357-365
Evolving Granules for Classification for Discovering Difference in the Usage of Words....Pages 366-374
Interval Evaluation by AHP with Rough Set Concept....Pages 375-381
Interval Density Functions in Conflict Analysis....Pages 382-389
Incorporating Personal Database Unification by Granular Computing....Pages 390-394
Knowledge-Driven Discovery of Operational Definitions....Pages 395-404
A Closest Fit Approach to Missing Attribute Values in Preterm Birth Data....Pages 405-413
Visualizing Discovered Rule Sets with Visual Graphs Based on Compressed Entropy Density....Pages 414-422
A Distance-Based Clustering and Selection of Association Rules on Numeric Attributes....Pages 423-432
Knowledge Discovery for Protein Tertiary Substructures....Pages 433-442
Integrating Classification and Association Rule Mining: A Concept Lattice Framework....Pages 443-447
Using Rough Genetic and Kohonen’s Neural Network for Conceptual Cluster Discovery in Data Mining....Pages 448-452
Towards Automated Optimal Equity Portfolios Discovery in a Knowledge Sharing Financial Data Warehouse....Pages 453-457
Rule-Evolver: An Evolutionary Approach for Data Mining....Pages 458-462
Decision Making with Probabilistic Decision Tables....Pages 463-471
The Iterated Version Space Learning....Pages 472-481
An Empirical Study on Rule Quality Measures....Pages 482-491
Rules as Attributes in Classifier Construction....Pages 492-499
An Algorithm to Find the Optimized Network Structure in an Incremental Learning....Pages 500-508
Patterns in Numerical Data: Practical Approximations to Kolmogorov Complexity....Pages 509-513
Performance Prediction for Classification Systems....Pages 514-518
Flexible Optimization and Evolution of Underwater Autonomous Agents....Pages 519-527
Ontology-Based Multi-agent Model of an Information Security System....Pages 528-532
Optimal Multi-scale Time Series Decomposition for Financial Forecasting Using Wavelet Thresholding Techniques....Pages 533-542
Computerized Spelling Recognition of Words Expressed in the Sound Approach....Pages 543-550
An Adaptive Handwriting Recognition System....Pages 551-555
Back Matter....Pages -