Interpretable Machine Learning in Solid-State Chemistry, with Applications to Perovskites, Spinels, and Rare-Earth Intermetallics: Finding Descriptors Using Decision Trees
Author:
Affiliation:
1. Department of Chemistry, University of Alberta, Edmonton, Alberta T6G 2G2, Canada
2. Department of Chemistry and Biochemistry, Manhattan College, Riverdale, New York 10471, United States
Funder
Canada First Research Excellence Fund
Government of Canada
Publisher
American Chemical Society (ACS)
Subject
Inorganic Chemistry,Physical and Theoretical Chemistry
Link
https://pubs.acs.org/doi/pdf/10.1021/acs.inorgchem.3c01153
Reference33 articles.
1. Machine learning for molecular and materials science
2. Unmasking Clever Hans predictors and assessing what machines really learn
3. Machine Learning in Materials Discovery: Confirmed Predictions and Their Underlying Approaches
4. Machine Learning for Materials Scientists: An Introductory Guide toward Best Practices
5. Promises and perils of computational materials databases
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