The data were collected from the Taiwan Economic Journal for the years 1999 to 2009. Company bankruptcy
was defined based on the business regulations of the Taiwan Stock Exchange.
Task: is to predict whether a bank will go bankrupt or not (classical classification Task).
Data: UCI Machine Learning, Kaggle
Complete JupyterNotebook: Link
Note: the dataset is imbalanced and SMOTE wasn't apply.
Algorithm | Precision | Recall | F1-score | Accuracy |
---|---|---|---|---|
Boosting Machine(SnapML) | 96% | 97% | 96.18% | 97% |
The first attribute is the class lable.
X1 Cost of Interest-bearing Debt
X2 Cash Reinvestment Ratio
X3 Current Ratio
X4 Acid Test
X5 Interest Expenses/Total Revenue
For more on the features please follow the link: UCI Machine Learning, Kaggle