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Virtual screening based on one-class classification - MaRDI portal

Virtual screening based on one-class classification (Q2900848)

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scientific article; zbMATH DE number 6059902
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English
Virtual screening based on one-class classification
scientific article; zbMATH DE number 6059902

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    Virtual screening based on one-class classification (English)
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    26 July 2012
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    ligands
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    QSAR/QSPR method
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    LOOCV method
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    Tanimoto index
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    This paper is devoted to the virtual screening of a data base of ligands structure. The method of one-class classification is used. For ligands' parameters presented in the DUD (Directory of Useful Decoys) there are calculated fragmentary descriptors and then by the ``leave-one-out cross validation'' method and by the SVM (Support Vector Machines) method the one-class model is constructed. The Gauss function is applied to nonlinear transform tool.
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