Selecting and constructing features using grammatical evolution
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- @Article{Gavrilis20081358,
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author = "Dimitris Gavrilis and Ioannis G. Tsoulos and
Evangelos Dermatas",
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title = "Selecting and constructing features using grammatical
evolution",
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journal = "Pattern Recognition Letters",
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year = "2008",
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volume = "29",
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number = "9",
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pages = "1358--1365",
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ISSN = "0167-8655",
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URL = "http://www.sciencedirect.com/science/article/B6V15-4S01WDH-4/2/aaff3c40c5eca125dfacb426d88fa177",
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DOI = "doi:10.1016/j.patrec.2008.02.007",
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month = jul,
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keywords = "genetic algorithms, genetic programming, Grammatical
evolution, Artificial neural networks, ANN, Feature
selection, Feature construction",
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ISSN = "0167-8655",
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abstract = "A novel method for feature selection and construction
is introduced. The method improves the classification
accuracy, using the well-established technique of
grammatical evolution by creating non-linear mappings
of the original features to artificial ones in order to
improve the effectiveness of artificial intelligence
tools such as multi-layer perceptron (MLP),
Radial-basis-function (RBF) neural networks and nearest
neighbor (KNN) classifier. The proposed method has been
applied on a series of classification and regression
problems and an experimental comparison is carried out
against the accuracy obtained on the original features
as well as on features created by the PCA method.",
- }
Genetic Programming entries for
Dimitris Gavrilis
Ioannis G Tsoulos
Evangelos Dermatas
Citations