A multidimensional genetic programming approach for identifying epsistatic gene interactions
Created by W.Langdon from
gp-bibliography.bib Revision:1.8028
- @InProceedings{LaCava:2018:GECCOcomp,
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author = "William {La Cava} and Sara Silva and Kourosh Danai and
Lee Spector and Leonardo Vanneschi and Jason H. Moore",
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title = "A multidimensional genetic programming approach for
identifying epsistatic gene interactions",
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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 = "23--24",
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address = "Kyoto, Japan",
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DOI = "doi:10.1145/3205651.3208217",
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publisher = "ACM",
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publisher_address = "New York, NY, USA",
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month = "15-19 " # jul,
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organisation = "SIGEVO",
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keywords = "genetic algorithms, genetic programming",
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abstract = "We propose a novel methodology for binary and
multiclass classification that uses genetic programming
to construct features for a nearest centroid
classifier. The method, coined M4GP, improves upon
earlier approaches in this vein (M2GP and M3GP) by
simplifying the program encoding, using advanced
selection methods, and archiving solutions during the
run. In our recent paper, we test this strategy against
traditional GP formulations of the classification
problem, showing that this framework outperforms
boolean and floating point encodings. In comparison to
several machine learning techniques, M4GP achieves the
best overall ranking on benchmark problems. We then
compare our algorithm against state-of-the-art machine
learning approaches to the task of disease
classification using simulated genetics datasets with
up to 5000 features. The results suggest that our
proposed approach performs on par with the best results
in literature with less computation time, while
producing simpler models.",
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notes = "Also known as \cite{3208217} 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
William La Cava
Sara Silva
Kourosh Danai
Lee Spector
Leonardo Vanneschi
Jason H Moore
Citations