Machine prognostics based on sparse representation model

Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information

Emmanuel J. Candès, Justin Romberg, Terence Tao · IEEE Transactions on Information Theory · 2006 · 15.8K citations

Natural Sciences, Electrical Engineering, Mathematics +16

$rm K$-SVD: An Algorithm for Designing Overcomplete Dictionaries for Sparse Representation

Michal Aharon, Michael Elad, Alfred M. Bruckstein⋆ · IEEE Transactions on Signal Processing · 2006 · 9.5K citations

Computing, Computer Science, Data Mining +16

Robust Face Recognition via Sparse Representation

John Wright, A. Yang, Arvind Ganesh et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2009 · 9.5K citations · Full text

Computing, Computer Science, Computer Vision +16

Image Denoising Via Sparse and Redundant Representations Over Learned Dictionaries

Michael Elad, Michal Aharon · IEEE Transactions on Image Processing · 2006 · 5.4K citations

Computing, Computer Science, Computer Vision +16

Image Super-Resolution Via Sparse Representation

John Wright, Thomas S. Huang, Yi Ma · IEEE Transactions on Image Processing · 2010 · 5.3K citations

Computing, Computer Science, Computer Vision +14