Levy-Flight Genetic Programming: Towards a New Mutation Paradigm

Created by W.Langdon from gp-bibliography.bib Revision:1.8051

@InProceedings{darabos:evobio12,

• author = "Christian Darabos and Mario Giacobini and Ting Hu and Jason H. Moore",
• title = "Levy-Flight Genetic Programming: Towards a New Mutation Paradigm",
• booktitle = "10th European Conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics, {EvoBIO 2012}",
• year = "2012",
• month = "11-13 " # apr,
• editor = "Mario Giacobini and Leonardo Vanneschi and William S. Bush",
• series = "LNCS",
• volume = "7246",
• publisher = "Springer Verlag",
• address = "Malaga, Spain",
• pages = "38--49",
• organisation = "EvoStar",
• isbn13 = "978-3-642-29065-7",
• DOI = "doi:10.1007/978-3-642-29066-4_4",
• size = "12 pages",
• keywords = "genetic algorithms, genetic programming",
• abstract = "Levy flights are a class of random walks inspired directly by observing animal foraging habits, in which the stride length is drawn from a power-law distribution. This implies that the vast majority of the strides will be short. However, on rare occasions, the stride are gigantic. We use this technique to self-adapt the mutation rate used in Linear Genetic Programming. We apply this original approach to three different classes of problems: Boolean regression, quadratic polynomial regression, and surface reconstruction. We find that in all cases, our method outperforms the generic, commonly used constant mutation rate of 1 over the size of the genotype. We compare different common values of the power-law exponent to the regular spectrum of constant values used habitually. We conclude that our novel method is a viable alternative to constant mutation rate, especially because it tends to reduce the number of parameters of genetic programing.",
• notes = "Part of \cite{Giacobini:2012:EvoBio} EvoBio'2012 held in conjunction with EuroGP2012, EvoCOP2012, EvoMusArt2012 and EvoApplications2012",
• affiliation = "Computational Genetics Laboratory, Dartmouth Medical School, Dartmouth College, Hanover, NH 03755, USA",

}

Genetic Programming entries for Christian Darabos Mario Giacobini Ting Hu Jason H Moore

Citations