Evolutionary Computation
Technical Comittee:
Evolutionary
Algorithms based on Probabilistic Models Working Group
Publications
Books
- Estimation of Distribution Algorithms: A New Tool for Evolutionary Computation, P. Larrañaga, J. A. Lozano (eds.)
- Theory of Evolution Strategie, by H-G. Beyer
- Evolutionsstrategie: Optimierung technischer Systeme nach Prinzipien der biologischen Evolution, I. Rechenberg (In Germany)
- Evolutionary Algorithms in Theory and Practice, by T. Bäck
- Swarm Intelligence: From Natural to Artificial Systems, by E. Bonabeau, M. Dorigo, G. Theraulaz
- Ant Colony Optimization , by M. Dorigo, T. Stützle (In Press, MIT Press)
- The Cross-Entropy Method: A Unified Approach to Monte Carlo Simulation, Randomized Optimization and Machine Learning, by R. Y. Rubinstein, D. P. Kroese
- Learning Automata: An Introduction, by K. S. Narendra, M. A. L. Thathachar
- Networks of Learning Automata: Techniques for Online Stochastic Optimization, by P. S. Sastry, M. A. L. Thathachar
- Monte Carlo Statistical Methods, by C. P. Robert, G. Casella
Survey Papers
- P. Larrañaga, R. Etxeberria, J. A. Lozano, J. M. Peña, Optimization by Learning and Simulation of Bayesian and Gaussian Networks
- T. Bäck, F. Hoffmeister, H-P. Schwefel, A Survey of Evolution Strategies
- M. Dorigo, T. Stützle, The Ant Colony Optimization Metaheuristic: Algorithms, Applications, and Advances. In F. Glover, G. Kochenberger (eds.), Handbook of Metaheuristics, International Series in Operations Research and Management Science, Kluwer, Boston, MA, 251-285
- M. Dorigo, G. Di Caro, The Ant Colony Optimization Meta-Heuristic. In D. Corne, M. Dorigo, F. Glover (eds.), New Ideas in Optimization. McGraw-Hill, 11-32, 1999
- M. Dorigo, G. Di Caro & L. M. Gambardella, Ant Algorithms for Discrete Optimization. Artificial Life, 5 (2): 137-172, 1999
- R. Rubinstein, The Cross-Entropy Method for Combinatorial and Continuous Optimization
- M. Thuillard, Adaptive Multiresolution Search: How to Beat Brute Force?
- R. J. Donald, A Taxonomy of Global Optimisation Based on Response Surfaces
Last updated: 01/24/05.