Shuchang Ma

Feature selection method reducing correlations among features by embedding domain knowledge

Yue Liu, Xinxin Zou, Shuchang Ma et al. · Acta Materialia · 2022 · 93 citations

Computing, Computer Science, Data Mining +13

A general framework to govern machine learning oriented materials data quality

Yue Liu, Zhengwei Yang, Xinxin Zou et al. · Materials Science and Engineering R Reports · 2025 · 27 citations

Natural Sciences, Materials Engineering, Materials Science +12

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

Yue Liu, Shuchang Ma, Zhengwei Yang et al. · Journal of Materiomics · 2025 · 25 citations · Full text

Computing, Materials Engineering, Materials Science +16

Detection Method on Data Accuracy Incorporating Materials Domain Knowledge

Siqi Shi, Shiyu Sun, Shuchang Ma et al. · Journal of Inorganic Materials · 2022 · 18 citations · Full text

Computing, Materials Engineering, Materials Science +17

A high-quality dataset construction method for text mining in materials science

Yue Liu, Dahui Liu, Xianyuan Ge et al. · Acta Physica Sinica · 2023 · 17 citations · Full text

Computing, Computer Science, Materials Science +17