|
1
|
Cortes-Ciriano I, Bender A, Malliavin TE. Comparing the Influence of Simulated Experimental Errors on 12 Machine Learning Algorithms in Bioactivity Modeling Using 12 Diverse Data Sets. J Chem Inf Model 2015; 55:1413-25. [DOI: 10.1021/acs.jcim.5b00101] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Affiliation(s)
- Isidro Cortes-Ciriano
- Département
de Biologie Structurale et Chimie, Institut Pasteur, Unité de Bioinformatique Structurale, CNRS UMR 3825, 25, rue du Dr Roux, 75015 Paris, Ile de France, France
| | - Andreas Bender
- Centre
for Molecular Science Informatics, Department of Chemistry, University of Cambridge, Cambridge CB2 1EW, United Kingdom
| | - Thérèse E. Malliavin
- Département
de Biologie Structurale et Chimie, Institut Pasteur, Unité de Bioinformatique Structurale, CNRS UMR 3825, 25, rue du Dr Roux, 75015 Paris, Ile de France, France
| |
Collapse
|
|
2
|
Norinder U, Boström H. Representing descriptors derived from multiple conformations as uncertain features for machine learning. J Mol Model 2013; 19:2679-85. [DOI: 10.1007/s00894-013-1806-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2012] [Accepted: 02/11/2013] [Indexed: 10/27/2022]
|