An incremental aggregated proximal ADMM for linearly constrained nonconvex optimization with application to sparse logistic regression problems

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

Advances in neural information processing systems 7

Computers & Mathematics with Applications · 1996 · 14.4K citations

Computing, Computer Science, Neuroscience +14

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

Additive logistic regression: a statistical view of boosting (With discussion and a rejoinder by the authors)

Jerome H. Friedman, Trevor Hastie, Robert Tibshirani · The Annals of Statistics · 2000 · 7K citations · Full text

Computing, Computer Science, Mathematics +16

On the Douglas—Rachford splitting method and the proximal point algorithm for maximal monotone operators

Jonathan Eckstein, Dimitri P. Bertsekas · Mathematical Programming · 1992 · 2.9K citations · Full text

Computing, Computer Science, Algorithms +8