Functional principal components analysis via penalized rank one approximation

Jianhua Z. Huang, Haipeng Shen, Andreas Buja

Two existing approaches to functional principal components analysis (FPCA) are due to Rice and Silverman (1991) and Silverman (1996), both based on maximizing variance but introduc…