Regression Data Analysis, Overfitting, Loocv, Crossvalidation, Calibration.
of an appropriate model complexity. Sometimes simpler models with fewer parameters may be preferable if they better match our understanding of the underlying phenomena. By carefully considering the strategies above, we can strike a balance between reducing residual error and avoiding overfitting