You have built a Logistic Regression model, but the link test indicates that the Logit link function may not be appropriate. What could be the issue?

  • Incorrect loss function
  • Multicollinearity
  • Non-linearity between predictors and log-odds
  • Overfitting
If the Logit link function is not appropriate, it might indicate that there is a non-linear relationship between the predictors and the log-odds of the response, violating the assumptions of Logistic Regression.
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