Corporate Bankruptcy Prediction via Mechanics-Grounded Feature Engineering and LightGBM
This paper analyzes financial data of Taiwanese listed companies from the Taiwan Economic Journal (1999-2009), and covers the entire prediction process from exploratory analysis to model evaluation, confirming that the introduction of features based on bankruptcy risk theory achieved the best results.