Generating term weighting schemes through genetic programming
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- @InProceedings{Mazyad:2018:GECCOcomp,
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author = "Ahmad Mazyad and Fabien Teytaud and Cyril Fonlupt",
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title = "Generating term weighting schemes through genetic
programming",
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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 = "268--269",
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address = "Kyoto, Japan",
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DOI = "doi:10.1145/3205651.3205799",
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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 = "Term-Weighting Scheme (TWS) is an important step in
text classification. It determines how documents are
represented in Vector Space Model (VSM). Even though
state-of-the-art TWSs exhibit good behaviours, a large
number of new works propose new approaches and new TWSs
that improve performances. Furthermore, it is still
difficult to tell which TWS is well suited for a
specific problem. In this paper, we are interested in
automatically generating new TWSs with the help of
evolutionary algorithms and especially genetic
programming (GP). GP evolves and combines different
statistical information and generates a new TWS based
on the performance of the learning method. We
experience the generated TWSs on three well-known
benchmarks. Our study shows that even early generated
formulas are quite competitive with the
state-of-the-art TWSs and even in some cases outperform
them.",
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notes = "Also known as \cite{3205799} 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
Ahmad Mazyad
Fabien Teytaud
Cyril Fonlupt
Citations