This book constitutes the thoroughly refereed post-proceedings of the Second International Conference on Rough Sets and Current Trends in Computing, RSCTC 2000, held in Banff, Canada in October 2000.
The 80 revised papers presented together with an introduction and three keynote presentations have gone through two rounds of reviewing and revision. The papers are organized in topical sections on granual computing, rough sets and systems, fuzzy sets and systems, rough sets and data mining, nonclassical logics and reasoning, pattern recognition and image processing, neural networks and genetic algorithms, and current trends in computing.
Author(s): Wojciech Ziarko (auth.), Wojciech Ziarko, Yiyu Yao (eds.)
Series: Lecture Notes in Computer Science 2005 : Lecture Notes in Artificial Intelligence
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2001
Language: English
Pages: 676
Tags: Artificial Intelligence (incl. Robotics); Computation by Abstract Devices; Mathematical Logic and Formal Languages; Pattern Recognition; Database Management
Rough Sets: Trends, Challenges, and Prospects....Pages 1-7
To What Extent Can Computers Aid Human Activity? Toward Second Phase Information Technology....Pages 8-29
Rough Sets and Decision Algorithms....Pages 30-45
Toward a Perception-Based Theory of Probabilistic Reasoning....Pages 46-48
Situation Identification by Unmanned Aerial Vehicle....Pages 49-56
Rough-Neuro Computing....Pages 57-64
Approximation of Information Granule Sets....Pages 65-72
Probabilistic Inference and Bayesian Theorem on Rough Sets....Pages 73-81
Interpreting Fuzzy Membership Functions in the Theory of Rough Sets....Pages 82-89
Dynamic System Visualization with Rough Performance Maps....Pages 90-97
Approximation Spaces of Type-Free Sets....Pages 98-105
RSES and RSESlib - A Collection of Tools for Rough Set Computations....Pages 106-113
An Investigation of β-Reduct Selection within the Variable Precision Rough Sets Model....Pages 114-122
Application of Discernibility Tables to Calculation of Approximate Frequency Based Reducts....Pages 123-130
Scalable Feature Selection Using Rough Set Theory....Pages 131-138
On Algorithm for Constructing of Decision Trees with Minimal Number of Nodes....Pages 139-143
Rough Set-Based Dimensionality Reduction for Multivariate Adaptive Regression Splines....Pages 144-151
Rough, and Fuzzy-Rough Classification Methods Implemented in RClass System....Pages 152-159
Rough Set Approach to Decisions under Risk....Pages 160-169
Variable Consistency Model of Dominance-Based Rough Sets Approach....Pages 170-181
Approximations and Rough Sets Based on Tolerances....Pages 182-189
A Rough Set Approach to Inductive Logic Programming....Pages 190-198
Classification of Infinite Information Systems....Pages 199-203
Some Remarks on Extensions and Restrictions of Information Systems....Pages 204-211
Valued Tolerance and Decision Rules....Pages 212-219
A Conceptual View of Knowledge Bases in Rough Set Theory....Pages 220-228
Computer Vision Using Fuzzy Logic for Robot Manipulator....Pages 229-237
On Fuzzy Lattice....Pages 238-242
Fuzzy-Logic-Based Adaptive Control for a Class of Nonlinear Discrete-Time System....Pages 243-250
Conditional Probability Relations in Fuzzy Relational Database....Pages 251-260
A New Class of Necessity Measures and Fuzzy Rough Sets Based on Certainty Qualifications....Pages 261-268
A Fuzzy Approach for Approximating Formal Concepts....Pages 269-276
On Axiomatic Characterizations of Fuzzy Approximation Operators....Pages 277-285
LEM3 Algorithm Generalization Based on Stochastic Approximation Space....Pages 286-290
Using the Apriori Algorithm to Improve Rough Sets Results....Pages 291-295
An Application for Knowledge Discovery Based on a Revision of VPRS Model....Pages 296-303
An Algorithm for Induction of Decision Rules Consistent with the Dominance Principle....Pages 304-313
Data Mining for Monitoring Loose Parts in Nuclear Power Plants....Pages 314-321
Supervised Learning: A Generalized Rough Set Approach....Pages 322-329
Unification of Knowledge Discovery and Data Mining using Rough Sets Approach in A Real-World Application....Pages 330-337
The Application of a Distance Learning Algorithm in Web-Based Course Delivery....Pages 338-345
Searching Decision Rules in Very Large Databases Using Rough Set Theory....Pages 346-353
On Efficient Construction of Decision Trees From Large Databases....Pages 354-361
An Approach to Statistical Extention of Rough Set Rule Induction....Pages 362-369
The Inconsistency in Rough Set Based Rule Generation....Pages 370-377
A Comparison of Several Approaches to Missing Attribute Values in Data Mining....Pages 378-385
Discovering Motiv Based Association Rules in a Set of DNA Sequences....Pages 386-390
Inducing Theory for the Rule Set....Pages 391-398
Some Basics of a Self Organizing Map (SOM) Extended Model for Information Discovery in a Digital Library Context....Pages 399-403
Handling Data with Plural Sources in Databases....Pages 404-411
Research Topics Discovery from WWW by Keywords Association Rules....Pages 412-419
Temporal Templates and Analysis of Time Related Data....Pages 420-427
Constraint Based Incremental Learning of Classification Rules....Pages 428-435
A Hybrid Model for Rule Discovery in Data....Pages 436-444
Rough Sets in Approximate Spatial Reasoning....Pages 445-453
A Study of Conditional Independence Change in Learning Probabilistic Network....Pages 454-461
λ-Level Rough Equality Relation and the Inference of Rough Paramodulation....Pages 462-469
Annotated Semantics for Defeasible Deontic Reasoning....Pages 470-478
Spatial Reasoning via Rough Sets....Pages 479-486
Decomposition of Boolean Relations and Functions in Logic Synthesis and Data Analysis....Pages 487-494
Diagnostic Reasoning from the viewpoint of Rough Sets....Pages 495-502
Rough Set Approach to CBR....Pages 503-510
Rough Sets for Uncertainty Reasoning....Pages 511-518
Feature Subset Selection by Neuro-rough Hybridization....Pages 519-526
Accurate Estimation of Motion Vectors using Active Block Matching....Pages 527-531
Anytime Algorithm for Feature Selection....Pages 532-539
Reconstruction in an Original Video Sequence of the Lost Region Occupied by Caption Areas....Pages 540-544
Determining Influence of Visual Cues on the Perception of Surround Sound Using Soft Computing....Pages 545-552
Application of normalized decision measures to the new case classification....Pages 553-560
An Application of Rough Sets and Haar Wavelets to Face Recognition....Pages 561-568
Detecting Spots for NASA Space Programs Using Rough Sets....Pages 569-576
Solving the Localization-Detection Trade-Off in Shadow Recognition Problem Using Rough Sets....Pages 577-583
A Modular Neural Network For Vague Classification....Pages 584-589
Evolutionary Parsing for a Probabilistic Context Free Grammar....Pages 590-597
The Application of Genetic Programming in Milk Yield Prediction for Dairy Cows....Pages 598-602
Localization of Sound Sources by Means of Recurrent Neural Networks....Pages 603-610
Towards Rough Neural Computing Based on Rough Membership Functions: Theory and Application....Pages 611-618
The Nature of Crossover Operator in Genetic Algorithms....Pages 619-623
The Behavior of the Complex Integral Neural Network....Pages 624-631
On Trace Assertion Method of Module Interface Specification with Concurrency....Pages 632-641
A Proposal for Including Behavior in the Process of Object Similarity Assessment with Examples from Artificial Life....Pages 642-646
How Can Help an Inductive Approach in the Resolution of a Problematic α Problem?....Pages 647-651
A Timed Petri Net Interpreter: An Alternative Method for Simulation....Pages 652-660
An Agent-Based Soft Computing Society....Pages 661-668
