Grammar-Guided Evolutionary Construction of Bayesian Networks

Created by W.Langdon from gp-bibliography.bib Revision:1.8010

@InProceedings{Font:2011:IWINAC,

• author = "Jose Font and Daniel Manrique and Eduardo Pascua",
• title = "Grammar-Guided Evolutionary Construction of {Bayesian} Networks",
• booktitle = "Proceedings of the 4th International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2011, Part I",
• year = "2011",
• editor = "Jose Manuel Ferrandez and Jose Ramon {Alvarez Sanchez} and Felix {de la Paz} and F. Javier Toledo",
• series = "Lecture Notes in Computer Science",
• pages = "60--69",
• volume = "6686",
• address = "La Palma, Canary Islands, Spain",
• month = may # " 30-" # jun # " 3",
• publisher = "Springer",
• keywords = "genetic algorithms, genetic programming",
• isbn13 = "978-3-642-21343-4",
• DOI = "doi:10.1007/978-3-642-21344-1_7",
• abstract = "This paper proposes the EvoBANE system. EvoBANE automatically generates Bayesian networks for solving special-purpose problems. EvoBANE evolves a population of individuals that codify Bayesian networks until it finds near optimal individual that solves a given classification problem. EvoBANE has the flexibility to modify the constraints that condition the solution search space, self-adapting to the specifications of the problem to be solved. The system extends the GGEAS architecture. GGEAS is a general-purpose grammar-guided evolutionary automatic system, whose modular structure favours its application to the automatic construction of intelligent systems. EvoBANE has been applied to two classification benchmark datasets belonging to different application domains, and statistically compared with a genetic algorithm performing the same tasks. Results show that the proposed system performed better, as it manages different complexity constraints in order to find the simplest solution that best solves every problem.",
• affiliation = "Departamento de Inteligencia Artificial, Universidad Politecnica de Madrid. Campus de Montegancedo, 28660 Boadilla del Monte, Spain",

}

Genetic Programming entries for Jose M Font Daniel Manrique Gamo Eduardo Pascua

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