This book constitutes the refereed proceedings of the International Conference on Rough Sets and Emerging Intelligent Systems Paradigms, RSEISP 2007, held in Warsaw, Poland in June 2007 - dedicated to the memory of Professor Zdzislaw Pawlak.
The 73 revised full papers papers presented together with 2 keynote lectures and 11 invited papers were carefully reviewed and selected from numerous submissions. The papers are organized in topical sections on foundations of rough sets, foundations and applications of fuzzy sets, granular computing, algorithmic aspects of rough sets, rough set applications, rough/fuzzy approach, information systems and rough sets, data and text mining, machine learning, hybrid methods and applications, multiagent systems, applications in bioinformatics and medicine, multimedia applications, as well as web reasoning and human problem solving.
Author(s): Lotfi A. Zadeh (auth.), Marzena Kryszkiewicz, James F. Peters, Henryk Rybinski, Andrzej Skowron (eds.)
Series: Lecture Notes in Computer Science 4585
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2007
Language: English
Pages: 836
Tags: Artificial Intelligence (incl. Robotics); Mathematical Logic and Formal Languages; Data Mining and Knowledge Discovery; Database Management; Computation by Abstract Devices; Pattern Recognition
Front Matter....Pages -
Granular Computing and Rough Set Theory....Pages 1-4
Dominance-Based Rough Set Approach to Reasoning About Ordinal Data....Pages 5-11
Mining Numerical Data—A Rough Set Approach....Pages 12-21
Rough Sets and Approximation Schemes....Pages 22-28
Generalizing Data in Natural Language....Pages 29-39
Hierarchical Rough Classifiers....Pages 40-50
Discrete Duality and Its Applications to Reasoning with Incomplete Information....Pages 51-56
Toward Approximate Adaptive Learning....Pages 57-68
Granulation of Knowledge in Decision Systems: The Approach Based on Rough Inclusions. The Method and Its Applications....Pages 69-79
MIRAI: Multi-hierarchical, FS-Tree Based Music Information Retrieval System....Pages 80-89
Medical Reasoning and Rough Sets....Pages 90-100
The Art of Granular Computing....Pages 101-112
Dependencies in Structures of Decision Tables....Pages 113-121
Rough Sets and Vague Sets....Pages 122-132
Consistency-Degree Between Knowledges....Pages 133-141
On Three Closely Related Rough Inclusion Functions....Pages 142-151
Rough Set Theory from a Math-Assistant Perspective....Pages 152-161
Certain, Generalized Decision, and Membership Distribution Reducts Versus Functional Dependencies in Incomplete Systems....Pages 162-174
On Covering Attribute Sets by Reducts....Pages 175-180
Applying Rough Sets to Data Tables Containing Missing Values....Pages 181-191
Category-Based Rough Induction....Pages 192-201
Finding the Reduct Subject to Preference Order of Attributes....Pages 202-210
Transformation of Fuzzy Takagi-Sugeno Models into Piecewise Affine Models....Pages 211-220
Set Operations for L -Fuzzy Sets....Pages 221-229
Linguistic Summarization of Time Series Under Different Granulation of Describing Features....Pages 230-240
Type-2 Fuzzy Summarization of Data: An Improved News Generating....Pages 241-250
A Note on Granular Sets and Their Relation to Rough Sets....Pages 251-260
Inference and Reformation in Flow Graphs Using Granular Computing....Pages 261-270
On Granular Rough Computing with Missing Values....Pages 271-279
On Granular Rough Computing: Factoring Classifiers Through Granulated Decision Systems....Pages 280-289
A Rough Set Based Map Granule....Pages 290-299
Modeling of High Quality Granules....Pages 300-309
Attribute Core Computation Based on Divide and Conquer Method....Pages 310-319
Fast Discovery of Minimal Sets of Attributes Functionally Determining a Decision Attribute....Pages 320-331
A Simple Reduction Analysis and Algorithm Using Rough Sets....Pages 332-339
Mining Mass Spectrometry Database Search Results—A Rough Set Approach....Pages 340-349
Rough Set Approach to Spam Filter Learning....Pages 350-359
Web-Based Support Systems with Rough Set Analysis....Pages 360-370
Interpreting Low and High Order Rules: A Granular Computing Approach....Pages 371-380
Attribute Reduction Based on Fuzzy Rough Sets....Pages 381-390
On Logic with Fuzzy and Rough Powerset Monads....Pages 391-399
A Grey-Rough Set Approach for Interval Data Reduction of Attributes....Pages 400-410
Minimal Templates and Knowledge Discovery....Pages 411-416
Universal Attribute Reduction Problem....Pages 417-426
Applying Rough Set Theory to Medical Diagnosing....Pages 427-435
Graph-Based Knowledge Representations for Decision Support Systems....Pages 436-444
Rough Sets in Oligonucleotide Microarray Data Analysis....Pages 445-453
From an Information System to a Decision Support System....Pages 454-464
Optimization for MASK Scheme in Privacy Preserving Data Mining for Association Rules....Pages 465-474
Frequent Events and Epochs in Data Stream....Pages 475-484
Memory Efficient Algorithm for Mining Recent Frequent Items in a Stream....Pages 485-494
Outlier Detection: An Approximate Reasoning Approach....Pages 495-504
Discovering Compound and Proper Nouns....Pages 505-515
Discovering Synonyms Based on Frequent Termsets....Pages 516-525
A Summary Structure of Data Cube Preserving Semantics....Pages 526-533
Mining Association Rules with Respect to Support and Anti-support-Experimental Results....Pages 534-542
Developing Data Warehouse for Simulation Experiments....Pages 543-552
Classification of Complex Structured Objects on the Base of Similarity Degrees....Pages 553-563
Application of Parallel Decomposition for Creation of Reduced Feed-Forward Neural Networks....Pages 564-573
Combining Answers of Sub-classifiers in the Bagging-Feature Ensembles....Pages 574-583
Monotonic Behavior of Entropies and Co–entropies for Coverings with Respect to Different Quasi–orderings....Pages 584-593
Design and Implementation of Rough Rules Generation from Logical Rules on FPGA Board....Pages 594-602
A Computationally Efficient Nonlinear Predictive Control Algorithm with RBF Neural Models and Its Application....Pages 603-612
Operations on Interval Matrices....Pages 613-621
The Diffie–Hellman Problem in Lie Algebras....Pages 622-629
Software Defect Classification: A Comparative Study with Rough Hybrid Approaches....Pages 630-638
Dimensionality Reduction Using Rough Set Approach for Two Neural Networks-Based Applications....Pages 639-647
Decision Tables in Petri Net Models....Pages 648-657
Two Types of Generalized Variable Precision Formal Concepts....Pages 658-667
Dynamics of Approximate Information Fusion....Pages 668-677
Coevolution of a Fuzzy Rule Base for Classification Problems....Pages 678-686
Towards Agent-Based Evolutionary Planning in Transportation Systems....Pages 687-696
Exploiting Rough Argumentation in an Online Dispute Resolution Mediator....Pages 697-706
Semantic Service Discovery with QoS Measurement in Universal Network....Pages 707-715
Rough Sets in the Interpretation of Statistical Tests Outcomes for Genes Under Hypothetical Balancing Selection....Pages 716-725
Indiscernibility Relation for Continuous Attributes: Application in Image Recognition....Pages 726-735
Clustering of Leaf-Labelled Trees on Free Leafset....Pages 736-745
Checking Brain Expertise Using Rough Set Theory....Pages 746-755
Analysis of a Dobutamine Stress Echocardiography Dataset Using Rough Sets....Pages 756-763
An Improved SVM Classifier for Medical Image Classification....Pages 764-773
Searching for Metric Structure of Musical Files....Pages 774-783
Parameter-Based Categorization for Musical Instrument Retrieval....Pages 784-792
Automatic Singing Voice Recognition Employing Neural Networks and Rough Sets....Pages 793-802
A Learning-Based Model for Semantic Mapping from Natural Language Questions to OWL....Pages 803-812
Filtering and Sophisticated Data Processing for Web Information Gathering....Pages 813-823
An Investigation of Human Problem Solving System: Computation as an Example....Pages 824-834
Back Matter....Pages -
