Artificially Increasing Training data
I have tried SMOTE for categorical response variable scenario but never tried on Continuous response variable but I think that should not matter. You can run oversampling or undersampling based on the predictor variables. If you are using R, you can use DMwR library and use the SMOTE function. In Python you got to use imblearn.over_sampling.SMOTE