Knot calculation for spline fitting via sparse optimization ?
We reduce the computation time dramatically by solving convex optimization problem. We can simultaneously find a good combination of the knot number and knot locations. The algorithm has less knots with good fitting performance compared to other methods. We can recover the ground truth knots when data is sampled enough from a B-spline.
knot calculation spline fitting sparse optimization