ICT - Outras produções

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Navegando ICT - Outras produções por Autor "Banzhaf, Wolfgang"

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    Improving logistic regression classification of credit approval with features constructed by kaizen programming
    (Funpec-Editora, 2016) de Melo, Vinicius Veloso [UNIFESP]; Banzhaf, Wolfgang
    In this contribution, we employ the recently proposed Kaizen Programming (KP) approach to fi nd 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 realworld credit scoring dataset. When compared to related approaches, KP reaches similar or better results, but evaluates fewer models.