LeHongNgoc3820 / Project_Company_Bankruptcy_Prediction

Application of Machine Learning models to predict Company Bankruptcy

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

Application of Machine Learning models to predict Company Bankruptcy (auc = 97.21%)


Detail: Here

Conclusions:

  • The topic uses Machine Learning models to come up with the best model to predict Company Bankruptcy.
  • The best model given is Logistic Regression Model.
  • Accuracy of model is 97.21%.
  • Top 10 Features that have a big impact on Bankruptcy include:
    • Continuous interest rate (after tax),
    • Persistent EPS in the Last Four Seasons
    • Per Share Net profit before tax (Yuan ¥)
    • Debt ratio %
    • Net worth/Assets
    • Borrowing dependency
    • Net profit before tax/Paid-in capital
    • Net Income to Total Assets
    • Net Income to Stockholder's Equity
    • Equity to Liability

You can contact with me on:


Make by Lucas,