Improving Logistic Regression Classification of Credit Approval with Features Constructed by Kaizen Programming
Created by W.Langdon from
gp-bibliography.bib Revision:1.7970
- @InProceedings{deMelo:2016:GECCOcomp,
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author = "Vinicius Veloso {de Melo} and Wolfgang Banzhaf",
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title = "Improving Logistic Regression Classification of Credit
Approval with Features Constructed by Kaizen
Programming",
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booktitle = "GECCO '16 Companion: Proceedings of the Companion
Publication of the 2016 Annual Conference on Genetic
and Evolutionary Computation",
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year = "2016",
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editor = "Tobias Friedrich and Frank Neumann and
Andrew M. Sutton and Martin Middendorf and Xiaodong Li and
Emma Hart and Mengjie Zhang and Youhei Akimoto and
Peter A. N. Bosman and Terry Soule and Risto Miikkulainen and
Daniele Loiacono and Julian Togelius and
Manuel Lopez-Ibanez and Holger Hoos and Julia Handl and
Faustino Gomez and Carlos M. Fonseca and
Heike Trautmann and Alberto Moraglio and William F. Punch and
Krzysztof Krawiec and Zdenek Vasicek and
Thomas Jansen and Jim Smith and Simone Ludwig and JJ Merelo and
Boris Naujoks and Enrique Alba and Gabriela Ochoa and
Simon Poulding and Dirk Sudholt and Timo Koetzing",
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pages = "61--62",
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month = "20-24 " # jul,
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organisation = "SIGEVO",
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address = "Denver, USA",
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publisher = "ACM",
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keywords = "genetic algorithms, genetic programming: Poster",
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publisher_address = "New York, NY, USA",
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isbn13 = "978-1-4503-4323-7",
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DOI = "doi:10.1145/2908961.2908963",
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abstract = "we employ the recently proposed Kaizen Programming
(KP) approach to find high-quality nonlinear
combinations of the original features in a dataset. KP
constructs many complementary features at the same
time, which are selected by their importance, not by
model quality. We investigated our approach in a
well-known real-world credit scoring dataset. When
compared to related approaches, KP reaches similar or
better results, but evaluates fewer models.",
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notes = "Distributed at GECCO-2016.",
- }
Genetic Programming entries for
Vinicius Veloso de Melo
Wolfgang Banzhaf
Citations