6 min readSupervised Learning
Moving Beyond Linearity: Splines and Additive Models
How to fit curved relationships without leaving least squares: basis functions, the constraints that turn a broken piecewise polynomial into a spline, the single extra column per knot that enforces them for free, and the roughness penalty that lets a curve choose its own flexibility.
Machine LearningStatistics