Selecting and constructing features using grammatical evolution

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@Article{Gavrilis20081358,

• author = "Dimitris Gavrilis and Ioannis G. Tsoulos and Evangelos Dermatas",
• title = "Selecting and constructing features using grammatical evolution",
• journal = "Pattern Recognition Letters",
• year = "2008",
• volume = "29",
• number = "9",
• pages = "1358--1365",
• ISSN = "0167-8655",
• URL = "http://www.sciencedirect.com/science/article/B6V15-4S01WDH-4/2/aaff3c40c5eca125dfacb426d88fa177",
• DOI = "doi:10.1016/j.patrec.2008.02.007",
• month = jul,
• keywords = "genetic algorithms, genetic programming, Grammatical evolution, Artificial neural networks, ANN, Feature selection, Feature construction",
• ISSN = "0167-8655",
• 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