High-dimensional adaptive function-on-scalar regression

Regression Shrinkage and Selection Via the Lasso

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 51.8K citations

Business, Biostatistics, Computer Science +17

Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers

Stephen Boyd · Foundations and Trends® in Machine Learning · 2011 · 16K citations

Computing, Computer Science, Machine Learning +13

Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties

Jianqing Fan, Runze Li · Journal of the American Statistical Association · 2001 · 9.2K citations

Natural Sciences, Mathematics, Econometrics +16

The Adaptive Lasso and Its Oracle Properties

Hui Zou · Journal of the American Statistical Association · 2006 · 7.6K citations

Business, Mathematics, Machine Learning +10

Extended Bayesian information criteria for model selection with large model spaces

Jie Chen, Zehua Chen · Biometrika · 2008 · 2.1K citations

Computing, Biostatistics, Bayesian Biostatistics +11