Smoothing splines approximation using Hilbert curve basis selection

Cheng Meng, Jun Yu, Yongkai Chen +2

Smoothing splines have been used pervasively in nonparametric regressions. However, the computational burden of smoothing splines is significant when the sample size $n$ is large.…