B. A. Olshausen and D. J. Field, Sparse coding with an overcomplete basis set: A strategy employed by V1?, Vision Research, vol.37, issue.23, pp.3311-3325, 1997.
DOI : 10.1016/S0042-6989(97)00169-7

I. K. Fodor, A survey of dimension reduction techniques, Tech. Rep., LLNL, 2002.
DOI : 10.2172/15002155

R. G. Baraniuk, V. Cevher, and M. B. Wakin, Low-Dimensional Models for Dimensionality Reduction and Signal Recovery: A Geometric Perspective, Proceedings of the IEEE, vol.98, issue.6, pp.959-971, 2010.
DOI : 10.1109/JPROC.2009.2038076
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.148.1175

I. T. Jolliffe, Principal Component Analysis, 2002.
DOI : 10.1007/978-1-4757-1904-8

R. Vidal, Y. Ma, and S. Sastry, Generalized principal component analysis (GPCA), IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.27, issue.12, pp.1945-1959, 2005.
DOI : 10.1109/TPAMI.2005.244
URL : http://arxiv.org/abs/1202.4002

E. Elhamifar and R. Vidal, Sparse Subspace Clustering: Algorithm, Theory, and Applications, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.35, issue.11
DOI : 10.1109/TPAMI.2013.57
URL : http://arxiv.org/abs/1203.1005

J. Ho, M. Yang, J. Lim, K. Lee, and D. Kriegman, Clustering appearances of objects under varying illumination conditions, 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2003. Proceedings., pp.11-18, 2003.
DOI : 10.1109/CVPR.2003.1211332

B. V. Gowreesunker and A. H. Tewfik, Learning Sparse Representation Using Iterative Subspace Identification, IEEE Transactions on Signal Processing, vol.58, issue.6, pp.3055-3065, 2010.
DOI : 10.1109/TSP.2010.2044251

V. Kekatos and G. B. Giannakis, From Sparse Signals to Sparse Residuals for Robust Sensing, IEEE Transactions on Signal Processing, vol.59, issue.7, pp.3355-3368, 2011.
DOI : 10.1109/TSP.2011.2141661

P. J. Huber and E. M. Ronchetti, Robust Statistics, 2009.
DOI : 10.1002/0471725250

R. Chartrand and W. Yin, Iteratively reweighted algorithms for compressive sensing, 2008 IEEE International Conference on Acoustics, Speech and Signal Processing, 2008.
DOI : 10.1109/ICASSP.2008.4518498
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.154.8360

Y. Wang and W. Yin, Sparse Signal Reconstruction via Iterative Support Detection, SIAM Journal on Imaging Sciences, vol.3, issue.3, pp.462-491, 2010.
DOI : 10.1137/090772447
URL : http://arxiv.org/abs/0909.4359

M. Elad and M. Aharon, Image Denoising Via Sparse and Redundant Representations Over Learned Dictionaries, IEEE Transactions on Image Processing, vol.15, issue.12, pp.3736-3745, 2006.
DOI : 10.1109/TIP.2006.881969
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.109.6477