Grammar guided genetic programming for multiple instance learning: an experimental study
Created by W.Langdon from
gp-bibliography.bib Revision:1.7989
- @InProceedings{Zafra:2010:gecco,
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author = "Amelia Zafra and Sebastian Ventura",
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title = "Grammar guided genetic programming for multiple
instance learning: an experimental study",
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booktitle = "GECCO '10: Proceedings of the 12th annual conference
on Genetic and evolutionary computation",
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year = "2010",
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editor = "Juergen Branke and Martin Pelikan and Enrique Alba and
Dirk V. Arnold and Josh Bongard and
Anthony Brabazon and Juergen Branke and Martin V. Butz and
Jeff Clune and Myra Cohen and Kalyanmoy Deb and
Andries P Engelbrecht and Natalio Krasnogor and
Julian F. Miller and Michael O'Neill and Kumara Sastry and
Dirk Thierens and Jano {van Hemert} and Leonardo Vanneschi and
Carsten Witt",
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isbn13 = "978-1-4503-0072-8",
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pages = "909--916",
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keywords = "genetic algorithms, genetic programming,
grammar-guided genetic programming",
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month = "7-11 " # jul,
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organisation = "SIGEVO",
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address = "Portland, Oregon, USA",
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DOI = "doi:10.1145/1830483.1830647",
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publisher = "ACM",
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publisher_address = "New York, NY, USA",
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abstract = "This paper introduces a new Grammar-Guided Genetic
Programming algorithm for solving multi-instance
Learning problems. This algorithm, called G3P-MI, is
evaluated and compared with other Multi-Instance
classification techniques on different application
domains. Computational experiments show that the G3P-MI
often obtains consistently better results than other
algorithms in terms of accuracy, sensitivity and
specificity. Moreover, it adds comprehensibility and
clarity into the knowledge discovery process,
expressing the information in the form of IF-THEN
rules. Our results confirm that evolutionary algorithms
are appropriate for dealing with multi-instance
learning problems.",
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notes = "Also known as \cite{1830647} GECCO-2010 A joint
meeting of the nineteenth international conference on
genetic algorithms (ICGA-2010) and the fifteenth annual
genetic programming conference (GP-2010)",
- }
Genetic Programming entries for
Amelia Zafra Gomez
Sebastian Ventura
Citations