Sparse and Efficient Estimation for Partial Spline Models with Increasing Dimension

Guang Cheng, Hao Helen Zhang, Zuofeng Shang

We consider model selection and estimation for partial spline models and propose a new regularization method in the context of smoothing splines. The regularization method has a si…