Regression Analysis, R Squared, Pseudo R Squared, Adjusted R Squared, Deviance.
R-squared is not a useful goodness-of-fit measure for most nonlinear regression models. A notable exception is regression models that are fitted using the Nonlinear Least Squares (NLS) estimation technique. The NLS estimator seeks to minimizes the sum of squares of residual errors thereby making R²