Coordinate descent algorithms

Regression Shrinkage and Selection Via the Lasso

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 50.3K citations

Engineering, High-dimensional Method, Robust Modeling +14

Regularization Paths for Generalized Linear Models via Coordinate Descent

Jerome H. Friedman, Trevor Hastie, Robert Tibshirani · Journal of Statistical Software · 2010 · 16.3K citations · Full text

Engineering, Machine Learning, Regularization Path +11

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

Stephen Boyd · Foundations and Trends® in Machine Learning · 2010 · 15.6K citations

Statistical Learning, Engineering, Machine Learning +8

Regularization Paths for Generalized Linear Models via Coordinate Descent.

Jerome H. Friedman, Trevor Hastie, Rob Tibshirani · PubMed · 2010 · 14K citations

Engineering, Machine Learning, High-dimensional Method +10

A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems

Amir Beck, Marc Teboulle · SIAM Journal on Imaging Sciences · 2009 · 11.8K citations

Numerical Analysis, Classical Gradient Algorithm, Deblurring +14