%0 Journal Article %1 lones:2002:GPEM %A Lones, Michael A. %A Tyrrell, Andy M. %D 2002 %J Genetic Programming and Evolvable Machines %K algorithms, biomimetic genetic programming, representation %N 2 %P 193--217 %R doi:10.1023/A:1015583926171 %T Biomimetic Representation with Genetic Programming Enzyme %U http://www.kluweronline.com/issn/1389-2576/current %V 3 %X The standard parse tree representation of genetic programming, while a good choice from a generative viewpoint, does not capture the variational demands of evolution. This paper addresses the issue of whether representations in genetic programming might be improved by mimicry of biological behaviors, particularly those thought to be important in the evolution of metabolic pathways, computational structures of the cell. This issue is broached through a presentation of enzyme genetic programming, a form of genetic programming which uses a biomimetic representation. Evaluation upon problems in combinational logic design does not show any significant performance advantage over other approaches, though does demonstrate a number of interesting behaviors including the preclusion of bloat.

@article{lones:2002:GPEM, abstract = {The standard parse tree representation of genetic programming, while a good choice from a generative viewpoint, does not capture the variational demands of evolution. This paper addresses the issue of whether representations in genetic programming might be improved by mimicry of biological behaviors, particularly those thought to be important in the evolution of metabolic pathways, computational structures of the cell. This issue is broached through a presentation of enzyme genetic programming, a form of genetic programming which uses a biomimetic representation. Evaluation upon problems in combinational logic design does not show any significant performance advantage over other approaches, though does demonstrate a number of interesting behaviors including the preclusion of bloat.}, added-at = {2008-06-19T17:35:00.000+0200}, author = {Lones, Michael A. and Tyrrell, Andy M.}, biburl = {https://www.bibsonomy.org/bibtex/22d3c4a33d5ab8e7d3bccf9fb94f9ac00/brazovayeye}, doi = {doi:10.1023/A:1015583926171}, interhash = {7a73f5687b832de96f261994e50899c5}, intrahash = {2d3c4a33d5ab8e7d3bccf9fb94f9ac00}, issn = {1389-2576}, journal = {Genetic Programming and Evolvable Machines}, keywords = {algorithms, biomimetic genetic programming, representation}, month = {June}, notes = {Special issue on Gene Expression \cite{Kargupta:2002:GPEM} Title of paper should be {"}Biomimetic Representation with Enzyme Genetic Programming{"} Also see paper in WCCI 2002. This article subsumes \cite{LonTyr01}, \cite{lones:2001:brgp} and \cite{lones:2001:pgp} Article ID: 408588 cf. Genetic Programming and Evolvable Machines, 3, 315, 2002 Erratum The Publisher apologizes for a misprint that appeared in Genetic Programming and Evolvable Machines, volume 3, number 2.The correct title of the article by Michael A. Lones and Andy M. Tyrrell, pages 193-217, is 'Biomimetic Representation with Enzyme Genetic Programming'.}, number = 2, pages = {193--217}, timestamp = {2008-06-19T17:45:46.000+0200}, title = {Biomimetic Representation with Genetic Programming Enzyme}, url = {http://www.kluweronline.com/issn/1389-2576/current}, volume = 3, year = 2002 }