Computational intelligence : the experts speak / edited by David B. Fogel, Charles J. Robinson.

Format:

Book

Contributor:

Fogel, David B.

Robinson, Charles J., 1947-

Language:

English

Subjects (All):

Computational intelligence.

Physical Description:

xviii, 282 pages : illustrations ; 25 cm

Place of Publication:

Piscataway, NJ : IEEE Press ; Hoboken, NJ : Wiley-Interscience, [2003]

Summary:

Computational Intelligence is the broad and more technically accurate term used by electrical engineers and computer scientists to describe the overlapping technical interest areas (neural networks, fuzzy logic systems, evolutionary computation) that would be more readily identified by non-technologists as artificial intelligence. The synergy between these fields is creating new applications and fields of study, e.g. "Face Recognition Software" an application of the study of Biometrics. MATLAB was developed from these same areas and it is now a common tool used by mathematicians and scientists for research. Fitting computational intelligence components into an application or developing a new technology requires knowledge of the separate units and their various components. Consisting of expanded papers generated by the plenary and invited lecturers from the WCCI, plus transitions and introductory chapters, this new volume addresses the fundamental issues of computational intelligence.

Contents:

1. Three Generations of Coevolutionary Robotics / Jordan B. Pollack, Hod Lipson, Pablo Funes, Gregory Hornby 1

2. Beyond 2001: The Linguistic Spatial Odyssey / James M. Keller, Pascal Matsakis, Marjorie Skubic 11

3. Computing Machinery and Intelligence Amplification / Steven K. Rogers, Matthew Kabrisky, Kenneth Bauer, Mark E. Oxley 25

4. Visualizing Complexity in the Brain / Lloyd Watts 45

5. Emerging Technologies: Onr's Need for Intelligent Computation in Underwater Sensors / James F. McEachern, Robert T. Miyamoto 57

6. Beyond Volterra and Wiener: Optimal Modeling of Nonlinear Dynamical Systems in a Neural Space for Applications in Computational Intelligence / Rui J. P. de Figueiredo 65

7. Techniques for Extracting Classification and Regression Rules from Artificial Neural Networks / Rudy Setiono 99

8. Neural Networks for Control: Research Opportunities and Recent Developments / Paul J. Werbos 115

9. Intelligent Learning Robotic Systems Using Computational Intelligence / Toshio Fukuda, Naoyuki Kubota 121

10. Computational Intelligence in Logistics / Hans-Jurgen Zimmermann 139

11. Two New Convergence Results for Alternating Optimization / James C. Bezdek, Richard J. Hathaway 149

12. Constructive Design of a Discrete-Time Fuzzy Controller Based on Piecewise-Lyapunov Functions / Gang Feng, Dong Sun, Louis Wang 165

13. Evolutionary Computation and Cognitive Science / Janet Wiles, Jennifer Hallinan 179

14. Evolvable Hardware and Its Applications / T. Higuchi, E. Takahashi, Y. Kasai, T. Itatani, M. Iwata, H. Sakanashi, M. Murakawa, I. Kajitani, H. Nosato 191

15. Humanized Computational Intelligence with Interactive Evolutionary Computation / Hideyuki Takagi 207

16. Unsupervised Learning by Artificial Neural Networks / Harold Szu 219

17. Collective Intelligence / David H. Wolpert 245

18. Backpropagation: General Principles and Issues for Biology / Paul J. Werbos 261.

Notes:

Includes bibliographical references and index.

ISBN:

0471274542

OCLC:

52768443