Phenotype Plasticity in Genetic Programming: A Comparison of Darwinian and Lamarckian Inheritance Schemes
Created by W.Langdon from
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- @InProceedings{esparcia-alcazar:1999:ppGPcdlis,
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author = "Anna Esparcia-Alcazar and Ken Sharman",
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title = "Phenotype Plasticity in Genetic Programming: A
Comparison of {Darwinian} and {Lamarckian} Inheritance
Schemes",
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booktitle = "Genetic Programming, Proceedings of EuroGP'99",
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year = "1999",
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editor = "Riccardo Poli and Peter Nordin and
William B. Langdon and Terence C. Fogarty",
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volume = "1598",
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series = "LNCS",
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pages = "49--64",
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address = "Goteborg, Sweden",
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publisher_address = "Berlin",
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month = "26-27 " # may,
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organisation = "EvoNet",
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publisher = "Springer-Verlag",
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keywords = "genetic algorithms, genetic programming",
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ISBN = "3-540-65899-8",
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URL = "http://www.iti.upv.es/~anna/papers/eurogp99.ps",
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DOI = "doi:10.1007/3-540-48885-5_5",
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abstract = "We consider a form of phenotype plasticity in Genetic
Programming (GP). This takes the form of a set of
real-valued numerical parameters associated with each
individual, an optimisation (or learning) algorithm for
adapting their values, and an inheritance strategy for
propagating learnt parameter values to offspring. We
show that plastic GP has significant benefits including
faster evolution and adaptation in changing
environments compared with non-plastic GP. The paper
also considers the differences between Darwinian and
Lamarckian inheritance schemes and shows that the
former is superior in dynamic environments",
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notes = "EuroGP'99, part of \cite{poli:1999:GP}
Combination of GP and Simulated Annealing. Performs
experiments were SA produced changes (ie new constants)
are incorporated into genes (Lamarckian inheritance,
also known as {"}repair{"} in GA circles) compared to
not writing back. SA+GP claimed to be good (often).",
- }
Genetic Programming entries for
Anna Esparcia-Alcazar
Kenneth C Sharman
Citations