Probabilistic modeling based on undirected graphs in Estimation Distribution Algorithms

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“Probabilistic modeling based on undirected graphs in Estimation Distribution Algorithms” by Roberto Santana. Ph.D. dissertation, Institute of Cybernetics, Mathematics, and Physics (ICIMAF), 2003. Unpublished document.

Abstract

This document contains an initial version of the Ph. D. thesis: Modelación probabilstica basada en modelos gráficos no dirigidos en Algoritmos Evolutivos con Estimación de Distribuciones written and presented in Spanish in the University of Havana, Cuba. This version contains results that were not included in the Spanish version and some of which were not published later. In particular, the analysis of quadratic measures for junction trees was not been submmitted for peer-review. I decided to publish this document since it contains a good review of initial work on EDAs and it has been already cited by other authors with no knowledge to access to the final Ph.D. in Spanish.

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BibTeX entry:

@phdthesis{Santana:2004b,
   author = {Roberto Santana},
   title = {Probabilistic modeling based on undirected graphs in
	Estimation Distribution Algorithms},
   school = {Institute of Cybernetics, Mathematics, and Physics (ICIMAF)},
   type = {{Ph.D.}},
   year = {2003},
   note = {Unpublished document}
}

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