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Domain knowledge-assisted materials data anomaly detection towards constructing high-performance machine learning models

Machine learning (ML) is widely applied to accelerate materials design and discovery due to its outperforming capability of data analysis and information extraction. However, experimental and computational errors typically lead to emerging data anomalies, harming the performance of ML models. Most c...

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Principais autores: Yue Liu, Shuchang Ma, Zhengwei Yang, Duo Wu, Yali Zhao, Maxim Avdeev, Siqi Shi
Format: Artigo
Sprog:Inglês
Udgivet: Elsevier 2025-11-01
Serier:Journal of Materiomics
Fag:
Machine learning
Materials science
Data anomaly
Domain knowledge
Online adgang:http://www.sciencedirect.com/science/article/pii/S2352847825000565
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