Concepedia

A general framework to govern machine learning oriented materials data quality

Yue Liu, Zhengwei Yang, Xinxin Zou, Yuxiao Lin, Shuchang Ma, Wei Zuo, Zheyi Zou, Hong Wang, Maxim Avdeev, Siqi Shi

Materials Science and Engineering R Reports · 2025 · 27 citations · 81 references

DOI

Concepts

References

81

A tutorial on support vector regression

Alex Smola, Bernhard Schölkopf · Statistics and Computing · 2004 · 13K citations

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Permutation Entropy: A Natural Complexity Measure for Time Series

Christoph Bandt, Bernd Pompe · Physical Review Letters · 2002 · 4.8K citations

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A random forest guided tour

Gérard Biau, Erwan Scornet · Test · 2016 · 3.9K citations · Full text

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Recent advances and applications of machine learning in solid-state materials science

Jonathan Schmidt, Mário R. G. Marques, Silvana Botti et al. · npj Computational Materials · 2019 · 2.4K citations · Full text

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Learning from class-imbalanced data: Review of methods and applications

Yijing Li, Jennifer Shang, Mingyun Gu et al. · Expert Systems with Applications · 2016 · 2.3K citations

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