Hypothesis Testing in Large-scale Functional Linear Regression

Model Selection and Estimation in Regression with Grouped Variables

Ming Yuan, Yi Lin · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 7.5K citations · Full text

Business, Biostatistics, Optimization +11

Nearly unbiased variable selection under minimax concave penalty

Cun‐Hui Zhang · The Annals of Statistics · 2010 · 4K citations · Full text

Natural Sciences, Computer Science, Mathematics +17

STATISTICAL INFERENCES FOR FUNCTIONAL DATA

2004 · 234 citations

Computing, Biostatistics, Functional Assessment +14

Some sharp performance bounds for least squares regression with L1 regularization

2009 · 233 citations

Computing, Mathematics, Machine Learning +13

Structured Functional Additive Regression in Reproducing Kernel Hilbert Spaces

Hongxiao Zhu, Fang Yao, Hao Helen Zhang · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2013 · 72 citations · Full text

Computing, Computer Science, Machine Learning +13