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A comparative study of nonlinear machine learning for the "in silico" depiction of tyrosinase inhibitory activity from molecular structure
ArticleAbstract: In the preset report, for the first time, support vector machine (SVM), artificial neural network (APalabras claves:Atom-based quadratic index, Machine learning technique, Multiple comparison test, Tyrosinase inhibitorAutores:Abad C., Cardoso G.C., Chávez M.D.C., García M.M., Gerardo M. Casañola-Martin, Morell Pérez C., Thu H.L.T., Torrens F., Yovani Marrero-PonceFuentes:scopusNovel coumarin-based tyrosinase inhibitors discovered by OECD principles-validated QSAR approach from an enlarged, balanced database
ArticleAbstract: The present work is devoted to the development and application of a multi-agent Quantitative StructuPalabras claves:Atom-based bilinear index, coumarin, In silico identification, In vitro corroboration, linear discriminant analysis, OECD principle, QSAR model, ToMoCoMD-CARDD software, Tyrosinase inhibitorAutores:Abad C., Gerardo M. Casañola-Martin, Parmar V.S., Rescigno A., Saso L., Thu H.L.T., Torrens F., Yovani Marrero-PonceFuentes:scopus