| Description |
1 online resource (476 pages) : illustrations. |
| Physical Medium |
polychrome |
| Description |
text file |
| Series |
Complex adaptive systems
|
|
Complex adaptive systems.
|
| Note |
"A Bradford book." |
| Bibliography |
Includes bibliographical references and indexes. |
| Contents |
Contributors -- Acknowledgments -- 1. An Introduction to the Third Volume / Lee Spector, William B. Langdon, Una-May O'Reilly, Peter J. Angelino -- I. Applications -- 2. An Automatic Software Re-Engineering Tool Based on Genetic Programming / Conor Ryan and Laur Ivan -- 3. CAD Surface Reconstruction from Digitized 3D Point Data with a Genetic Programming/Evolution Strategy Hybrid / Robert E. Keller, Wolfgang Banzhaf, Jorn Mehnen and Klaus Weinert -- 4. A Genetic Programming Approach for Robust Language Interpretation / Carolyn Penstein Rose -- 5. Time Series Modeling Using Genetic Programming: An Application to Rainfall-Runoff Models / Peter A. Whigham and Peter F. Crapper -- 6. Automatic Synthesis, Placement, and Routing of Electrical Circuits by Means of Genetic Programming / John R. Koza and Forest H. Bennett III -- 7. Quantum Computing Applications of Genetic Programming / Lee Spector, Howard Barnum, Herbert J. Bernstein and Nikhil Swamy -- II. Theory -- II. Theory -- 8. Evolution of Size and Shape / William B. Langdon, Terry Soule, Riccardo Poli and James A. Foster -- 9. Fitness Distributions: Tools for Designing Efficient Evolutionary Computations / Christian Igel and Kumar Chellapilla -- 10. Analysis of Single-Node (Building) Blocks in Genetic Programming / Jason M. Daida, Robert R. Bertram, John A. Polito 2 and Stephen A. Stanhope -- 11. Rooted-Tree Schemata in Genetic Programming / Justinian P. Rosca and Dana H. Ballard -- III. Extensions -- III. Extensions -- 12. Efficient Evolution of Machine Code for CISC Architectures Using Instruction Blocks and Homologous Crossover / Peter Nordin, Wolfgang Banzhaf and Frank D. Francone -- 13. Sub-machine-code Genetic Programming / Riccardo Poli and William B. Langdon -- 14. Internal Reinforcement of Evolving Algorithms / Astro Teller -- 15. Inductive Genetic Programming with Immune Network Dynamics / Nikolay I. Nikolaev, Hitoshi Iba and Vanio Slavov -- 16. A Self-Tuning Mechanism for Depth-Dependent Crossover / Takuyo Ito, Hitoshi Iba and Satoshi Sato -- 17. Genetic Recursive Regression for Modeling and Forecasting Real-World Chaotic Time Series / Geum Yong Lee -- 18. Co-evolutionary Fitness Switching: Learning Complex Collective Behaviors Using Genetic Programming / Byoung-Tak Zhang and Dong-Yeon Cho -- 19. Evolving Multiple Agents by Genetic Programming / Hitoshi Iba -- Index. |
| Summary |
Genetic programming is a form of evolutionary computation that evolves programs and program-like executable structures for developing reliable time- and cost-effective applications. It does this by breeding programs over many generations, using the principles of natural selection, sexual recombination, and mutuation. This third volume of Advances in Genetic Programming highlights many of the recent technical advances in this increasingly popular field. |
| Local Note |
eBooks on EBSCOhost EBSCO eBook Subscription Academic Collection - North America |
| Language |
English. |
| Subject |
Genetic programming (Computer science)
|
|
Genetic programming (Computer science) |
| Genre/Form |
Electronic books.
|
|
Electronic books.
|
| Added Author |
Spector, Lee, 1963-
|
|
Langdon, William B.
|
|
O'Reilly, Una-May.
|
| Other Form: |
Print version: Advances in genetic programming. Vol. 3. Cambridge, Mass. : MIT Press, ©1999 0262194236 (DLC) 93047518 (OCoLC)29595260 |
| ISBN |
0585159009 (electronic book) |
|
9780585159003 (electronic book) |
|
0262194236 |
|
9780262194235 |
|
