There are shape-preserving, preserving especially positivity, monotonicity or convexity, spline interpolations such as described here and here. Are there similar shape-preserving spline regression methods? I suppose I can modify the methodology prescribed in the interpolation papers to regression. However, it would be great if there are already existing methods in place. References would be most welcome.