Markov Networks in Evolutionary Computation

By Roberto Santana and Siddhartha Shakya

Book Overview

From the content: Probabilistic Graphical Models and Markov Networks.- A review of Estimation of Distribution Algorithms and Markov networks.- MOA - Markovian Optimisation Algorithm.- DEUM - Distribution Estimation Using Markov Networks.- MN-EDA and the use of clique-based factorisations in EDAs.- Convergence Theorems of Estimation of Distribution Algorithms.- Adaptive Evolutionary Algorithm based on a Cliqued Gibbs Sampling over Graphical Markov Model Structure.

• Format: Hardcover
• Language: English
• ISBN: 3642288995
• ISBN13: 9783642288999
• Release Date: April 2012
• Publisher: Springer
• Length: 244 Pages
• Weight: 1.10 lbs.
• Dimensions: 0.8" x 6.2" x 9.3"