Regression Analysis, R Squared, Pseudo R Squared, Adjusted R Squared, Deviance.
your training data set will correspondingly increase. On the other hand, the addition of correctly chosen variables will increase the goodness of fit of the model without increasing the risk of over-fitting to the training data. This tussle between our desire to increase R² and the need to minimize