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Smooth Uniform Crossover with Smooth Point Mutation in Genetic Programming: A Preliminary Study

Page, J; Poli, R; Langdon, WB; (1998) Smooth Uniform Crossover with Smooth Point Mutation in Genetic Programming: A Preliminary Study.

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Abstract

we examine the behaviour of the uniform crossover and point mutation GP operators on the even-n-parity problem for n = 3, 4, 6 and present a novel representation of function nodes, designed to allow the search operators to make smaller movements around the solution space. Using this representation, performance on the even-6-parity problem is improved by three orders of magnitude relative to the estimate given for standard GP.

Type: Report
Title: Smooth Uniform Crossover with Smooth Point Mutation in Genetic Programming: A Preliminary Study
Publisher version: ftp://ftp.cs.bham.ac.uk/pub/tech-reports/1998/CSRP...
Additional information: file: /1998/CSRP-98-20.ps.gz ftpaddress: ftp.cs.bham.ac.uk reportfilename: pub/tech-reports/1998/CSRP-98-20.ps.gz keywords: genetic algorithms, genetic programming
UCL classification: UCL > Provost and Vice Provost Offices
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Computer Science
URI: http://discovery.ucl.ac.uk/id/eprint/1327782
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