On Vehicle Surrogate Learning with Genetic Programming Ensembles
Created by W.Langdon from
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- @InProceedings{Parque:2018:GECCOcomp2,
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author = "Victor Parque and Tomoyuki Miyashita",
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title = "On Vehicle Surrogate Learning with Genetic Programming
Ensembles",
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booktitle = "GECCO '18: Proceedings of the Genetic and Evolutionary
Computation Conference Companion",
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year = "2018",
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editor = "Carlos Cotta and Tapabrata Ray and Hisao Ishibuchi and
Shigeru Obayashi and Bogdan Filipic and
Thomas Bartz-Beielstein and Grant Dick and
Masaharu Munetomo and Silvino {Fernandez Alzueta} and Thomas Stuetzle and
Pablo Valledor Pellicer and Manuel Lopez-Ibanez and
Daniel R. Tauritz and Pietro S. Oliveto and
Thomas Weise and Borys Wrobel and Ales Zamuda and
Anne Auger and Julien Bect and Dimo Brockhoff and
Nikolaus Hansen and Rodolphe {Le Riche} and Victor Picheny and
Bilel Derbel and Ke Li and Hui Li and Xiaodong Li and
Saul Zapotecas and Qingfu Zhang and Stephane Doncieux and
Richard Duro and Joshua Auerbach and
Harold {de Vladar} and Antonio J. Fernandez-Leiva and JJ Merelo and
Pedro A. Castillo-Valdivieso and David Camacho-Fernandez and
Francisco {Chavez de la O} and Ozgur Akman and
Khulood Alyahya and Juergen Branke and Kevin Doherty and
Jonathan Fieldsend and Giuseppe Carlo Marano and
Nikos D. Lagaros and Koichi Nakayama and Chika Oshima and
Stefan Wagner and Michael Affenzeller and
Boris Naujoks and Vanessa Volz and Tea Tusar and Pascal Kerschke and
Riyad Alshammari and Tokunbo Makanju and
Brad Alexander and Saemundur O. Haraldsson and Markus Wagner and
John R. Woodward and Shin Yoo and John McCall and
Nayat Sanchez-Pi and Luis Marti and Danilo Vasconcellos and
Masaya Nakata and Anthony Stein and
Nadarajen Veerapen and Arnaud Liefooghe and Sebastien Verel and
Gabriela Ochoa and Stephen L. Smith and Stefano Cagnoni and
Robert M. Patton and William {La Cava} and
Randal Olson and Patryk Orzechowski and Ryan Urbanowicz and
Ivanoe {De Falco} and Antonio {Della Cioppa} and
Ernesto Tarantino and Umberto Scafuri and P. G. M. Baltus and
Giovanni Iacca and Ahmed Hallawa and Anil Yaman and
Alma Rahat and Handing Wang and Yaochu Jin and
David Walker and Richard Everson and Akira Oyama and
Koji Shimoyama and Hemant Kumar and Kazuhisa Chiba and
Pramudita Satria Palar",
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isbn13 = "978-1-4503-5764-7",
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pages = "1704--1710",
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address = "Kyoto, Japan",
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publisher = "ACM",
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publisher_address = "New York, NY, USA",
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organisation = "SIGEVO",
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keywords = "genetic algorithms, genetic programming, Surrogate
Function, Vehicle Clusters",
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isbn13 = "978-1-4503-5764-7",
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URL = "http://www.human-competitive.org/sites/default/files/parque-vehicles-paper.pdf",
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URL = "http://gecco-2018.sigevo.org/index.html/tiki-index.php?page=Workshop+Papers",
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DOI = "doi:10.1145/3205651.3208310",
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size = "7 pages",
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abstract = "Learning surrogates for product design and
optimization is potential to capitalize on competitive
market segments. In this paper we propose an approach
to learn surrogates of product performance from
historical clusters by using ensembles of Genetic
Programming. By using computational experiments
involving more than 500 surrogate learning instances
and 27858 observations of vehicle models collected over
the last thirty years shows (1) the feasibility to
learn function surrogates as symbolic ensembles at
different levels of granularity of the hierarchical
vehicle clustering, (2) the direct relationship of the
predictive ability of the learned surrogates in both
seen (training) and unseen (testing) scenarios as a
function of the number of cluster instances, and (3)
the attractive predictive ability of relatively smaller
ensemble of trees in unseen scenarios. We believe our
approach introduces the building blocks to further
advance on studies regarding data-driven product design
and market segmentation.",
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notes = "WS RWACMO
http://www.ifs.tohoku.ac.jp/edge/gecco2018-ws/program/
Entered for 2018 HUMIES
Distributed at GECCO-2018.
Also known as \cite{Parque:2018:GECCOcomp}
\cite{3208310} GECCO-2018 A Recombination of the 27th
International Conference on Genetic Algorithms
(ICGA-2018) and the 23rd Annual Genetic Programming
Conference (GP-2018)",
- }
Genetic Programming entries for
Victor Parque
Tomoyuki Miyashita
Citations