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Chemistrees: Data-Driven Identification of Reaction Pathways via Machine Learning

[Image: see text] We propose to analyze molecular dynamics (MD) output via a supervised machine learning (ML) algorithm, the decision tree. The approach aims to identify the predominant geometric features which correlate with trajectories that transition between two arbitrarily defined states. The d...

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Detalles Bibliográficos
Autores principales: Roet, Sander, Daub, Christopher D., Riccardi, Enrico
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2021
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8515787/
https://www.ncbi.nlm.nih.gov/pubmed/34555907
http://dx.doi.org/10.1021/acs.jctc.1c00458