Interpretable machine learning as a tool for scientific discovery in chemistry

Author:

Dybowski Richard123ORCID

Affiliation:

1. St John's College, University of Cambridge

2. Cambridge CB2 1TP

3. UK

Abstract

There has been an upsurge of interest in applying machine learning to chemistry, and impressive predictive accuracies have been achieved, but this has been done without providing any insight into what has been learnt from the training data.

Publisher

Royal Society of Chemistry (RSC)

Subject

Materials Chemistry,General Chemistry,Catalysis

Reference51 articles.

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3. I. Goodfellow , Y.Bengio and A.Courville , Deep Learning , MIT Press , Cambridge, MA , 2016

4. K. Murphy , Machine Learning: A Probabilistic Perspective , MIT Press , 2012

5. T. Hastie , R.Tibshirani and J.Friedman , The Elements of Statistical Learning , Springer , New York , 2nd edn, 2008

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