Penalized spline estimation of principal components for sparse functional data: rates of convergence

Shiyuan He, Jianhua Z. Huang, Kejun He

This paper gives a comprehensive treatment of the convergence rates of penalized spline estimators for simultaneously estimating several leading principal component functions, when…