Regression Data Analysis, Overfitting, Loocv, Crossvalidation, Calibration.
low residual errors on the raw data, it can lead to poor generalisation performance on unseen data. To mitigate the risk of overfitting when performing curve fitting with higher order functions on noisy data, we consider several strategies, 3 quantitative and 2 qualitative, as follows: