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Improving Quantitative Structure-Activity Relationship Models using Artificial Neural Networks Trained with Dropout

Dropout is an Artificial Neural Network (ANN) training technique that has been shown to improve ANN performance across canonical machine learning (ML) datasets. Quantitative Structure Activity Relationship (QSAR) datasets used to relate chemical structure to biological activity in Ligand-Based Compu...

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Detalhes bibliográficos
Publicado no:J Comput Aided Mol Des
Main Authors: Mendenhall, Jeffrey, Meiler, Jens
Formato: Artigo
Idioma:Inglês
Publicado em: 2016
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC4798928/
https://ncbi.nlm.nih.gov/pubmed/26830599
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/s10822-016-9895-2
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