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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:scopusDesirability-based methods of multiobjective optimization and ranking for global QSAR studies. Filtering safe and potent drug candidates from combinatorial libraries
ArticleAbstract: Up to now, very few applications of multiobjective optimization (MOOP) techniques to quantitative stPalabras claves:Autores:Borges F., Cagide Fajin J.L., Cañizares-Carmenate Y., Dominguez E.R., Maykel Cruz-Monteagudo, Molina-Ruiz R., Morell Pérez C., Natalia Dias Soeiro Cordeiro M.Fuentes:scopusTowards better BBB passage pbkp_rediction using an extensive and curated data set
ArticleAbstract: In the present report, the challenging task of drug delivery across the blood-brain barrier (BBB) isPalabras claves:BBB endpoint, Blood£brain barrier, dragon descriptor, linear discriminant analysis, multiple linear regression, P-Glycoprotein, Quantitative structure pharmacokinetic (property) relationshipAutores:Brito-Sánchez Y., Cherkasov A., Morell Pérez C., Stephen Jones Barigye, Thu H.L.T., Yaber-Goenaga I., Yovani Marrero-PonceFuentes:scopusQuBiLS-MAS, open source multi-platform software for atom- and bond-based topological (2D) and chiral (2.5D) algebraic molecular descriptors computations
ArticleAbstract: Background: In previous reports, Marrero-Ponce et al. proposed algebraic formalisms for characteriziPalabras claves:Atom/bond-based molecular descriptor, Bilinear and quadratic indices, Double stochastic, free and open source software, Linear, Mutual probability matrices, Non-stochastic, QSAR, QuBiLS-MAS, Simple stochastic, ToMoCoMD-CARDDAutores:César R. García-Jacas, Martinez-Mayorga K., Morell Pérez C., Pérez-Giménez F., Pham-The H., Stephen Jones Barigye, Valdés-Martiní J.R., Vaz D‘Almeida Y.S., Yovani Marrero-PonceFuentes:scopus