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Sep 2026

Understanding Firm Environmental Violations: A Theory‐Informed Machine Learning Study

Using dataset of Chinese A‐share listed companies from 2010 to 2022, a nonlinear prediction framework is developed and machine learning models significantly outperform traditional linear approaches, with Random Forest delivering the best performance.

Bo Liu, Mu-Zi Zhu, Ya-Hao Zhang et al. · 0 citations

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