Regression Data Analysis, Overfitting, Loocv, Crossvalidation, Calibration.
basis functions should be linearly independent and flexible enough to approximate a wide range of functions. Common choices include polynomial functions, sine and cosine functions, Gaussian functions, etc. We express the function f(x) as a linear combination of these basis functions: f (x) = c_1​