On the Evolutionary Behavior of Genetic Programming with Constants Optimization

Created by W.Langdon from gp-bibliography.bib Revision:1.7630

@InProceedings{conf/eurocast/BurlacuAK13,

• author = "Bogdan Burlacu and Michael Affenzeller and Michael Kommenda",
• title = "On the Evolutionary Behavior of Genetic Programming with Constants Optimization",
• booktitle = "Computer Aided Systems Theory, EUROCAST 2013",
• year = "2013",
• editor = "Roberto Moreno-Diaz and Franz Pichler and Alexis Quesada-Arencibia",
• volume = "8111",
• series = "Lecture Notes in Computer Science",
• pages = "284--291",
• address = "Las Palmas de Gran Canaria, Spain",
• month = feb # " 10-15",
• publisher = "Springer",
• note = "14th International Conference, Revised Selected Papers",
• keywords = "genetic algorithms, genetic programming, evolutionary behaviour, constant optimisation, symbolic regression, algorithm analysis",
• bibdate = "2013-12-16",
• bibsource = "DBLP, http://dblp.uni-trier.de/db/conf/eurocast/eurocast2013-1.html#BurlacuAK13",
• isbn13 = "978-3-642-53855-1",
• URL = "http://dx.doi.org/10.1007/978-3-642-53856-8_36",
• DOI = "doi:10.1007/978-3-642-53856-8_36",
• size = "8 pages",
• abstract = "Evolutionary systems are characterised by two seemingly contradictory properties: robustness and evolvability. Robustness is generally defined as an organism's ability to withstand genetic perturbation while maintaining its phenotype. Evolvability, as an organism's ability to produce useful variation. In genetic programming, the relationship between the two, mediated by selection and variation-producing operators (recombination and mutation), makes it difficult to understand the behaviour and evolutionary dynamics of the search process. In this paper, we show that a local gradient-based constants optimisation step can improve the overall population evolvability by inducing a beneficial structure-preserving bias on selection, which in the long term helps the process maintain diversity and produce better solutions.",

}

Genetic Programming entries for Bogdan Burlacu Michael Affenzeller Michael Kommenda

Citations