Coevolutionary fuzzy modeling /
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| Author / Creator: | Pẽna Reyes, Carlos Andŕes. |
|---|---|
| Imprint: | Berlin : Springer-Verlag, c2004. |
| Description: | xiii, 129 p. : ill. (some col.) ; 24 cm. |
| Language: | English |
| Series: | Lecture notes in computer science ; 3204 |
| Subject: | |
| Format: | E-Resource Print Book |
| URL for this record: | http://pi.lib.uchicago.edu/1001/cat/bib/5531143 |
Table of Contents:
- 1. Introduction
- 1.1. General Context
- 1.1.1. Problem Description
- 1.1.2. Proposed Solution
- 1.1.3. Outline of the Book
- 1.2. Fuzzy Systems
- 1.2.1. Basic Notions of Fuzzy Sets and Fuzzy Logic
- 1.2.2. Conditional Fuzzy Statements
- 1.2.3. Fuzzy Inference
- 1.2.4. Fuzzy Inference Systems
- 1.3. Evolutionary Computation
- 1.3.1. Genetic Algorithms
- 1.3.2. Genetic Programming
- 1.3.3. Evolution Strategies
- 1.3.4. Evolutionary Programming
- 1.3.5. Classifier Systems
- 2. Evolutionary Fuzzy Modeling
- 2.1. Fuzzy Modeling: The Art of Building Fuzzy Systems
- 2.1.1. The Fuzzy Modeling Problem
- 2.1.2. Approaches and Techniques
- 2.2. Evolutionary Fuzzy Modeling
- 2.2.1. Applying Evolution to Fuzzy Modeling
- 2.2.2. Three Approaches to Behavior and Structure Learning
- 2.3. Interpretability Considerations
- 2.3.1. Semantic Criteria
- 2.3.2. Syntactic Criteria
- 2.3.3. Strategies to Satisfy Semantic and Syntactic Criteria
- 2.4. Example: Medical Diagnosis
- 2.4.1. The Wisconsin Breast Cancer Diagnosis (WBCD) Problem
- 2.4.2. A Genetic-Fuzzy Approach to the WBCD Problem
- 2.4.3. Results
- 2.4.4. Diagnostic Confidence
- 2.4.5. Further Experiments
- 3. Coevolutionary Fuzzy Modeling
- 3.1. Coevolutionary Computation
- 3.2. Cooperative Coevolution
- 3.2.1. Issues Addressed by Cooperative Coevolution
- 3.2.2. Ancestral Work
- 3.2.3. A General Model for Cooperative Coevolution
- 3.3. Fuzzy CoCo
- 3.3.1. The Algorithm
- 3.3.2. Elitism
- 3.3.3. Fitness Evaluation
- 3.3.4. Interpretability Considerations
- 3.3.5. Other Cooperative Coevolutionary Approaches to Fuzzy Modeling
- 3.4. Application Example: The Iris Problem
- 3.4.1. Fisher's Iris Data
- 3.4.2. Application of Fuzzy CoCo to the Iris Problem
- 3.4.3. Results
- 3.5. Summary
- 4. Breast Cancer Diagnosis by Fuzzy CoCo
- 4.1. Breast-Biopsy Analysis: The WBCD Problem
- 4.1.1. The Evolutionary Setup
- 4.1.2. Results
- 4.2. Mammography Interpretation: The COBRA System
- 4.2.1. The Catalonia Mammography Database
- 4.2.2. Proposed Solution: The COBRA System
- 4.2.3. Fuzzy CoCo Setup
- 4.2.4. Results
- 5. Analyzing Fuzzy CoCo
- 5.1. A Stepwise Guide to Applying Fuzzy CoCo
- 5.2. Effects of Some Parameters on Performance
- 5.2.1. Number of Rules
- 5.2.2. Population Size
- 5.2.3. Number of Cooperators
- 5.2.4. Mutation Probability
- 5.2.5. Elitism Rate
- 5.2.6. Qualitative Relationships
- 5.3. Consistency and Quality of Results
- 5.4. Generality of the Designed Fuzzy Systems
- 5.4.1. Generality of Fuzzy Rules
- 5.4.2. Generality of the Systems Designed by Fuzzy CoCo
- 5.5. Summary
- 6. Extensions of the Methodology
- 6.1. Island Fuzzy CoCo
- 6.1.1. The Proposed Algorithm
- 6.1.2. Preliminary Tests of Island Fuzzy CoCo
- 6.2. Incremental Fuzzy CoCo
- 6.2.1. The Proposed Algorithm
- 6.2.2. Testing Incremental Fuzzy CoCo
- 7. Conclusions and Future Work
- 7.1. Summary
- 7.2. Original Contributions
- 7.3. Future Work
- Bibliography
