A graph representation of molecular ensembles for polymer property prediction

<jats:p>A graph representation that captures critical features of polymeric materials and an associated graph neural network achieve superior accuracy to off-the-shelf cheminformatics methodologies.</jats:p>

Bibliographic Details
Main Authors: Aldeghi, Matteo, Coley, Connor W
Other Authors: Massachusetts Institute of Technology. Department of Chemical Engineering
Format: Article
Language:English
Published: Royal Society of Chemistry (RSC) 2022
Online Access:https://hdl.handle.net/1721.1/146009
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author Aldeghi, Matteo
Coley, Connor W
author2 Massachusetts Institute of Technology. Department of Chemical Engineering
author_facet Massachusetts Institute of Technology. Department of Chemical Engineering
Aldeghi, Matteo
Coley, Connor W
author_sort Aldeghi, Matteo
collection MIT
description <jats:p>A graph representation that captures critical features of polymeric materials and an associated graph neural network achieve superior accuracy to off-the-shelf cheminformatics methodologies.</jats:p>
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spelling mit-1721.1/1460092022-10-28T03:22:11Z A graph representation of molecular ensembles for polymer property prediction Aldeghi, Matteo Coley, Connor W Massachusetts Institute of Technology. Department of Chemical Engineering Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science <jats:p>A graph representation that captures critical features of polymeric materials and an associated graph neural network achieve superior accuracy to off-the-shelf cheminformatics methodologies.</jats:p> 2022-10-27T13:10:13Z 2022-10-27T13:10:13Z 2022-05-17 2022-10-27T13:05:00Z Article http://purl.org/eprint/type/JournalArticle https://hdl.handle.net/1721.1/146009 Aldeghi, Matteo and Coley, Connor W. 2022. "A graph representation of molecular ensembles for polymer property prediction." Chemical Science, 13 (35). en 10.1039/d2sc02839e Chemical Science Creative Commons Attribution NonCommercial License 3.0 https://creativecommons.org/licenses/by-nc/3.0/ application/pdf Royal Society of Chemistry (RSC) Royal Society of Chemistry (RSC)
spellingShingle Aldeghi, Matteo
Coley, Connor W
A graph representation of molecular ensembles for polymer property prediction
title A graph representation of molecular ensembles for polymer property prediction
title_full A graph representation of molecular ensembles for polymer property prediction
title_fullStr A graph representation of molecular ensembles for polymer property prediction
title_full_unstemmed A graph representation of molecular ensembles for polymer property prediction
title_short A graph representation of molecular ensembles for polymer property prediction
title_sort graph representation of molecular ensembles for polymer property prediction
url https://hdl.handle.net/1721.1/146009
work_keys_str_mv AT aldeghimatteo agraphrepresentationofmolecularensemblesforpolymerpropertyprediction
AT coleyconnorw agraphrepresentationofmolecularensemblesforpolymerpropertyprediction
AT aldeghimatteo graphrepresentationofmolecularensemblesforpolymerpropertyprediction
AT coleyconnorw graphrepresentationofmolecularensemblesforpolymerpropertyprediction