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    UNSW, Maths and Stats, Sydney, Australia

    On an Efficient Implementation of Tierra

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    In a project with which the author is involved, the run-time efficiency of Tierra has become of paramount importance. Whilst some optimisations can be applied to the Tierra code itself, the speedup is at most two to three times, with no benefits from vectorisation or parallelisation being realised due to the structure of the code. A new formulation of Tierra is proposed which gains the computational efficiency of a population model without sacrificing the advantages of an individual model. This new formulation can take advantage of parallelism when available. In some preliminary tests, the new code is up to three orders of magnitude faster than Tierra.

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    Title : On an Efficient Implementation of Tierra
    Author(s) : Russell K Standish
    Abstract : In a project with which the author is involved, the run-time efficiency of Tierra has become of paramount importance. Whilst some optimisations can be applied to the Tierra code itself, the speedup is at most two to three times, with no benefits from vectorisation or parallelisation being realised due to the structure of the code. A new formulation of Tierra is proposed which gains the computational efficiency of a population model without sacrificing the advantages of an individual model. This new formulation can take advantage of parallelism when available. In some preliminary tests, the new code is up to three orders of magnitude faster than Tierra.
    Keywords : genetic programming, genetic algorithms

    Subject : unspecified
    Area : Other
    Language : English
    Year : 1997

    Affiliations UNSW, Maths and Stats, Sydney, Australia
    Journal : Complexity International
    Volume : 4
    Publisher : Monash University, Faculty of Information Technology
    Url : http://journal-ci.csse.monash.edu.au/ci/vol04/eff-tierra/

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