Towards a New Evolutionary Computation Advances in the Estimation of Distribution Algorithms /

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Lozano, Jose A. (Επιμελητής έκδοσης), Larrañaga, Pedro (Επιμελητής έκδοσης), Inza, Iñaki (Επιμελητής έκδοσης), Bengoetxea, Endika (Επιμελητής έκδοσης)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Berlin, Heidelberg : Springer Berlin Heidelberg, 2006.
• Σειρά: Studies in Fuzziness and Soft Computing, 192
• Θέματα: Engineering.; Computers.; Artificial intelligence.; Applied mathematics.; Engineering mathematics.; Appl.Mathematics/Computational Methods of Engineering.; Artificial Intelligence (incl. Robotics).; Computing Methodologies.; Applications of Mathematics.

This is a nicely edited volume on Estimation of Distribution Algorithms (EDAs) by leading researchers on this important topic. It covers a wide range of topics in EDAs, from theoretical analysis to experimental studies, from single objective to multi-objective optimisation, and from parallel EDAs to...

Πίνακας περιεχομένων:

• Linking Entropy to Estimation of Distribution Algorithms
• Entropy-based Convergence Measurement in Discrete Estimation of Distribution Algorithms
• Real-coded Bayesian Optimization Algorithm
• The CMA Evolution Strategy: A Comparing Review
• Estimation of Distribution Programming: EDA-based Approach to Program Generation
• Multi-objective Optimization with the Naive ID A
• A Parallel Island Model for Estimation of Distribution Algorithms
• GA-EDA: A New Hybrid Cooperative Search Evolutionary Algorithm
• Bayesian Classifiers in Optimization: An EDA-like Approach
• Feature Ranking Using an EDA-based Wrapper Approach
• Learning Linguistic Fuzzy Rules by Using Estimation of Distribution Algorithms as the Search Engine in the COR Methodology
• Estimation of Distribution Algorithm with 2-opt Local Search for the Quadratic Assignment Problem.