A Genetic Programming Approach for the Traffic Signal Control Problem with Epigenetic Modifications
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gp-bibliography.bib Revision:1.7964
- @InProceedings{Ricalde:2016:EuroGP,
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author = "Esteban Ricalde and Wolfgang Banzhaf",
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title = "A Genetic Programming Approach for the Traffic Signal
Control Problem with Epigenetic Modifications",
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booktitle = "EuroGP 2016: Proceedings of the 19th European
Conference on Genetic Programming",
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year = "2016",
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month = "30 " # mar # "--1 " # apr,
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editor = "Malcolm I. Heywood and James McDermott and
Mauro Castelli and Ernesto Costa and Kevin Sim",
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series = "LNCS",
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volume = "9594",
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publisher = "Springer Verlag",
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address = "Porto, Portugal",
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pages = "133--148",
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organisation = "EvoStar",
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keywords = "genetic algorithms, genetic programming, Epigenetic
modification, Dynamic environments, Traffic signal
control",
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isbn13 = "978-3-319-30668-1",
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DOI = "doi:10.1007/978-3-319-30668-1_9",
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abstract = "This paper presents a proof-of-concept for an
Epigenetics-based modification of Genetic Programming
(GP). The modification is tested with a traffic signal
control problem under dynamic traffic conditions.
We describe the new algorithm and show first results.
Experiments reveal that GP benefits from properties
such as phenotype differentiation, memory consolidation
within generations and environmentally-induced change
in behavior provided by the epigenetic mechanism. The
method can be extended to other dynamic
environments.
",
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notes = "Part of \cite{Heywood:2016:GP} EuroGP'2016 held in
conjunction with EvoCOP2016, EvoMusArt2016 and
EvoApplications2016",
- }
Genetic Programming entries for
Esteban Ricalde
Wolfgang Banzhaf
Citations