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Exploitation of Linkage Learning in Evolutionary Algorithms

Exploitation of Linkage Learning in Evolutionary Algorithms

Paperback

Series: Adaptation, Learning, and Optimization, Book 3

Technology & EngineeringGeneral ComputersGeneral Mathematics

ISBN10: 3642263275
ISBN13: 9783642263279
Publisher: Springer Nature
Published: Jun 28 2012
Pages: 246
Weight: 0.81
Height: 0.54 Width: 6.14 Depth: 9.21
Language: English
Linkage and Problem Structures.- Linkage Structure and Genetic Evolutionary Algorithms.- Fragment as a Small Evidence of the Building Blocks Existence.- Structure Learning and Optimisation in a Markov Network Based Estimation of Distribution Algorithm.- DEUM - A Fully Multivariate EDA Based on Markov Networks.- Model Building and Exploiting.- Pairwise Interactions Induced Probabilistic Model Building.- ClusterMI: Building Probabilistic Models Using Hierarchical Clustering and Mutual Information.- Estimation of Distribution Algorithm Based on Copula Theory.- Analyzing the k Most Probable Solutions in EDAs Based on Bayesian Networks.- Applications.- Protein Structure Prediction Based on HP Model Using an Improved Hybrid EDA.- Sensible Initialization of a Computational Evolution System Using Expert Knowledge for Epistasis Analysis in Human Genetics.- Estimating Optimal Stopping Rules in the Multiple Best Choice Problem with Minimal Summarized Rank via the Cross-Entropy Method.

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