Li, Yingxing; Härdle, Wolfgang Karl; Huang, Chen - 2017
This paper considers smooth principle component analysis for high dimensional data with very large dimensional observations p and moderate number of individuals N. Our setting is similar to traditional PCA, but we assume the factors are smooth and design a new approach to estimate them. By...