Localized Functional Principal Component Analysis

Sparsistency and agnostic inference in sparse PCA

(2015) Jing Lei et al.   ANNALS OF STATISTICS

Wavelet-Based LASSO in Functional Linear Regression

(2012) Yihong Zhao et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Modeling Repeated Functional Observations

(2012) Kehui Chen et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Factor models and variable selection in high-dimensional regression analysis

(2011) Alois Kneip et al.   ANNALS OF STATISTICS

Uniform convergence rates for nonparametric regression and principal component analysis in functional/longitudinal data

(2010) Yehua Li et al.   ANNALS OF STATISTICS

Functional linear regression that’s interpretable

(2009) Gareth M. James et al.   ANNALS OF STATISTICS

Modeling Hazard Rates as Functional Data for the Analysis of Cohort Lifetables and Mortality Forecasting

(2009) Jeng-Min Chiou et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Functional principal components analysis via penalized rank one approximation

(2008) Jianhua Z. Huang et al.   Electronic Journal of Statistics