Exploitation of Linkage Learning in Evolutionary Algorithms
Overview
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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Details
- ISBN-13: 9783642263279
- ISBN-10: 3642263275
- Publisher: Springer
- Publish Date: June 2012
- Dimensions: 9.21 x 6.14 x 0.54 inches
- Shipping Weight: 0.81 pounds
- Page Count: 246
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