Identification of high-reliability regions of machine learning predictions in materials science using transparent conducting oxides and perovskites as examples

Evan M. Askanazi, Emanuel A. Lazar, Ilya Grinberg

Progress in the application of machine learning (ML) methods to materials design is hindered by the lack of understanding of the reliability of ML predictions, in particular for th…