Solution and Fitness Evolution (SAFE): Coevolving Solutions and Their Objective Functions
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @InProceedings{Sipper:2019:EuroGP,
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author = "Moshe Sipper and Jason Moore and Ryan Urbanowicz",
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title = "Solution and Fitness Evolution {(SAFE)}: Coevolving
Solutions and Their Objective Functions",
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booktitle = "EuroGP 2019: Proceedings of the 22nd European
Conference on Genetic Programming",
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year = "2019",
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month = "24-26 " # apr,
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editor = "Lukas Sekanina and Ting Hu and Nuno Lourenco",
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series = "LNCS",
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volume = "11451",
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publisher = "Springer Verlag",
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address = "Leipzig, Germany",
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pages = "146--161",
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organisation = "EvoStar, Species",
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keywords = "genetic algorithms, genetic programming, Evolutionary
computation, Coevolution, Novelty search, Objective
function",
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isbn13 = "978-3-030-16669-4",
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URL = "https://www.springer.com/us/book/9783030166694",
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DOI = "doi:10.1007/978-3-030-16670-0_10",
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size = "16 pages",
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abstract = "We recently highlighted a fundamental problem
recognized to confound algorithmic optimization,
namely, conflating the objective with the objective
function. Even when the former is well defined, the
latter may not be obvious, e.g., in learning a strategy
to navigate a maze to find a goal (objective), an
effective objective function to evaluate strategies may
not be a simple function of the distance to the
objective. We proposed to automate the means by which a
good objective function may be discovered, a proposal
reified herein. We present Solution And Fitness
Evolution (SAFE), a commensalistic coevolutionary
algorithm that maintains two coevolving populations: a
population of candidate solutions and a population of
candidate objective functions. As proof of principle of
this concept, we show that SAFE successfully evolves
not only solutions within a robotic maze domain, but
also the objective functions needed to measure solution
quality during evolution.",
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notes = "http://www.evostar.org/2019/cfp_eurogp.php#abstracts
Part of \cite{Sekanina:2019:GP} EuroGP'2019 held in
conjunction with EvoCOP2019, EvoMusArt2019 and
EvoApplications2019",
- }
Genetic Programming entries for
Moshe Sipper
Jason H Moore
Ryan J Urbanowicz
Citations