This state-of-the-art survey offers a renewed and refreshing focus on the progress in nature-inspired and linguistically motivated computation. The book presents the expertise and experiences of leading researchers spanning a diverse spectrum of computational intelligence in the areas of neurocomputing, fuzzy systems, evolutionary computation, and adjacent areas. The result is a balanced contribution to the field of computational intelligence that should serve the community not only as a survey and a reference, but also as an inspiration for the future advancement of the state of the art of the field.
The 18 selected chapters originate from lectures and presentations given at the 5th IEEE World Congress on Computational Intelligence, WCCI 2008, held in Hong Kong, China, in June 2008. After an introduction to the field and an overview of the volume, the chapters are divided into four topical sections on machine learning and brain computer interface, fuzzy modeling and control, computational evolution, and applications.
Author(s): Christopher M. Bishop (auth.), Jacek M. Zurada, Gary G. Yen, Jun Wang (eds.)
Series: Lecture Notes in Computer Science 5050 : Theoretical Computer Science and General Issues
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2008
Language: English
Pages: 389
City: Berlin; New York
Tags: Data Mining and Knowledge Discovery; Database Management; Information Storage and Retrieval; Artificial Intelligence (incl. Robotics); Information Systems Applications (incl.Internet); Algorithm Analysis and Problem Complexity
Front Matter....Pages -
A New Framework for Machine Learning....Pages 1-24
Bilevel Optimization and Machine Learning....Pages 25-47
Bayesian Ying Yang System, Best Harmony Learning, and Gaussian Manifold Based Family....Pages 48-78
The Berlin Brain-Computer Interface....Pages 79-101
Basic Scheme of Neuroinformatics Platform: XooNIps....Pages 102-116
Collaborative Architectures of Fuzzy Modeling....Pages 117-139
Information Fusion for Man-Machine Cooperation....Pages 140-158
Bio-inspired Self-Organizing Relationship Network as Knowledge Acquisition Tool and Fuzzy Inference Engine....Pages 159-180
Type-2 Fuzzy Logic Controllers: A Way Forward for Fuzzy Systems in Real World Environments....Pages 181-200
The Burden of Proof: Part II....Pages 201-231
Evolution of Altruistic Robots....Pages 232-248
Simulated Evolution under Multiple Criteria Conditions Revisited....Pages 249-261
Handling Uncertainties in Evolutionary Multi-Objective Optimization....Pages 262-292
VCV2 – Visual Cluster Validity....Pages 293-308
Data Management by Self-Organizing Maps....Pages 309-332
Cocktail Party Processing....Pages 333-348
Similarities in Fuzzy Data Mining: From a Cognitive View to Real-World Applications....Pages 349-367
Attaining Fault Tolerance through Self-adaption: The Strengths and Weaknesses of Evolvable Hardware Approaches....Pages 368-387
Back Matter....Pages -
