Translation-invariant shrinkage/thresholding of group sparse signals

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

A theory for multiresolution signal decomposition: the wavelet representation

Stéphane Mallat · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1989 · 21.1K citations

Arts, Vision Science, Biomedical Signal Processing +16

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

A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems

Amir Beck, Marc Teboulle · SIAM Journal on Imaging Sciences · 2009 · 12K citations

Natural Sciences, Computer Science, Biomedical Imaging +15

De-noising by soft-thresholding

David L. Donoho · IEEE Transactions on Information Theory · 1995 · 9.6K citations

Natural Sciences, Computer Science, Mathematics +11