Concepedia
Digital Signal Processing · 2016 · 16 citations · 42 references
Sparse RepresentationEngineeringCompressed SensingData ScienceCompressive SensingSignal ReconstructionInverse ProblemsRegularization (Mathematics)Signal ProcessingLow-rank ApproximationRegularization Method
42
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
Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information
Emmanuel J. Candès, Justin Romberg, Terence Tao · IEEE Transactions on Information Theory · 2006 · 15.6K citations
Statistical Signal Processing, Sparse Representation, Engineering +15
An Introduction To Compressive Sampling
Emmanuel J. Candès, Michael B. Wakin · IEEE Signal Processing Magazine · 2008 · 9.9K citations
Cs Theory, Lossy Compression, Sparse Representation +12
Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties
Jianqing Fan, Runze Li · Journal of the American Statistical Association · 2001 · 9K citations
Parameter Estimation, Engineering, Machine Learning +13
Decoding by Linear Programming
Emmanuel J. Candès, Terence Tao · IEEE Transactions on Information Theory · 2005 · 7.2K citations
Mathematical Programming, Engineering, Fault Estimation +13