Small data machine learning in materials science

Abstract This review discussed the dilemma of small data faced by materials machine learning. First, we analyzed the limitations brought by small data. Then, the workflow of materials machine learning has been introduced. Next, the methods of dealing with small data were introduced, including data e...

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Bibliographic Details
Main Authors: Pengcheng Xu, Xiaobo Ji, Minjie Li, Wencong Lu
Format: Article
Language:English
Published: Nature Portfolio 2023-03-01
Series:npj Computational Materials
Online Access:https://doi.org/10.1038/s41524-023-01000-z