*Ave. prediction error is the average of the differential between experimentally determined rate and predicted rate. **Standardized error is calculated by dividing the average of squared errors by var
In this study, the techniques of ridge regression model as alternative to the classical ordinary least square (OLS) method in the presence of correlated predictors were investigated. One of the basic