Dynamic Primitive Granularity Control: An Exploration of Unique Design Considerations
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- @InProceedings{Tisdale:2020:GECCOcomp,
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author = "Braden N. Tisdale and Aaron Scott Pope and
Daniel R. Tauritz",
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title = "Dynamic Primitive Granularity Control: An Exploration
of Unique Design Considerations",
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year = "2020",
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editor = "Richard Allmendinger and Hugo Terashima Marin and
Efren Mezura Montes and Thomas Bartz-Beielstein and
Bogdan Filipic and Ke Tang and David Howard and
Emma Hart and Gusz Eiben and Tome Eftimov and
William {La Cava} and Boris Naujoks and Pietro Oliveto and
Vanessa Volz and Thomas Weise and Bilel Derbel and Ke Li and
Xiaodong Li and Saul Zapotecas and Qingfu Zhang and
Rui Wang and Ran Cheng and Guohua Wu and Miqing Li and
Hisao Ishibuchi and Jonathan Fieldsend and
Ozgur Akman and Khulood Alyahya and Juergen Branke and
John R. Woodward and Daniel R. Tauritz and Marco Baioletti and
Josu Ceberio Uribe and John McCall and
Alfredo Milani and Stefan Wagner and Michael Affenzeller and
Bradley Alexander and Alexander (Sandy) Brownlee and
Saemundur O. Haraldsson and Markus Wagner and
Nayat Sanchez-Pi and Luis Marti and Silvino {Fernandez Alzueta} and
Pablo {Valledor Pellicer} and Thomas Stuetzle and
Matthew Johns and Nick Ross and Ed Keedwell and
Herman Mahmoud and David Walker and Anthony Stein and
Masaya Nakata and David Paetzel and Neil Vaughan and
Stephen Smith and Stefano Cagnoni and Robert M. Patton and
Ivanoe {De Falco} and Antonio {Della Cioppa} and
Umberto Scafuri and Ernesto Tarantino and
Akira Oyama and Koji Shimoyama and Hemant Kumar Singh and
Kazuhisa Chiba and Pramudita Satria Palar and Alma Rahat and
Richard Everson and Handing Wang and Yaochu Jin and
Erik Hemberg and Riyad Alshammari and
Tokunbo Makanju and Fuijimino-shi and Ivan Zelinka and Swagatam Das and
Ponnuthurai Nagaratnam and Roman Senkerik",
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isbn13 = "9781450371278",
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publisher = "Association for Computing Machinery",
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publisher_address = "New York, NY, USA",
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URL = "https://doi.org/10.1145/3377929.3398131",
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DOI = "doi:10.1145/3377929.3398131",
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booktitle = "Proceedings of the 2020 Genetic and Evolutionary
Computation Conference Companion",
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pages = "1906--1914",
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size = "9 pages",
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keywords = "genetic algorithms, genetic programming, evolutionary
computation, primitive granularity control, generative
hyper-heuristic",
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address = "internet",
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series = "GECCO '20",
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month = jul # " 8-12",
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organisation = "SIGEVO",
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abstract = "Dynamic primitive granularity control (DPGC) is a
promising avenue for improving the performance of
genetic programming (GP). However, it remains almost
entirely unexplored. Further, it may pose many unique
challenges in its design and implementation that
traditional GP implementations do not. This paper
presents an implementation of DPGC in order to
determine what aspects of conventional GP design and
implementation require special consideration. There are
some common techniques used in GP that have been found
here to negatively impact DPGC's ability to improve
performance. Parsimony pressure appears to
disproportionately penalize low-level primitives, and a
mixed-granularity population suffers from heavy biases
towards particular granularity levels, seemingly to the
detriment of evolution. This paper provides hypotheses
as to why these conventional techniques harm DPGC
implementations, as well as several potential
alternatives for use in the future that may remedy
these detrimental effects.",
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notes = "Also known as \cite{10.1145/3377929.3398131}
GECCO-2020 A Recombination of the 29th International
Conference on Genetic Algorithms (ICGA) and the 25th
Annual Genetic Programming Conference (GP)",
- }
Genetic Programming entries for
Braden N Tisdale
Aaron S Pope
Daniel R Tauritz
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