Sparse Subspace Clustering: Algorithm, Theory, and Applications

A geometric analysis of subspace clustering with outliers

(2013) Mahdi Soltanolkotabi et al.   ANNALS OF STATISTICS

Robust Recovery of Subspace Structures by Low-Rank Representation

(2012) Guangcan Liu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Block-Sparse Recovery via Convex Optimization

(2012) Ehsan Elhamifar et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Subspace Clustering

(2011) Rene Vidal   IEEE SIGNAL PROCESSING MAGAZINE

Robust principal component analysis?

(2011) Emmanuel J. Candès et al.   JOURNAL OF THE ACM

Theoretical and Empirical Results for Recovery From Multiple Measurements

(2010) Ewout van den Berg et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Block-Sparse Signals: Uncertainty Relations and Efficient Recovery

(2010) Yonina C. Eldar et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Guaranteed Minimum-Rank Solutions of Linear Matrix Equations via Nuclear Norm Minimization

(2010) Benjamin Recht et al.   SIAM REVIEW

Exact Matrix Completion via Convex Optimization

(2009) Emmanuel J. Candès et al.   FOUNDATIONS OF COMPUTATIONAL MATHEMATICS

Robust Recovery of Signals From a Structured Union of Subspaces

(2009) Yonina C. Eldar et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Robust Face Recognition via Sparse Representation

(2009) J. Wright et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Motion Segmentation in the Presence of Outlying, Incomplete, or Corrupted Trajectories

(2009) S Rao et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

On the Reconstruction of Block-Sparse Signals With an Optimal Number of Measurements

(2009) M. Stojnic et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Recovering Sparse Signals Using Sparse Measurement Matrices in Compressed DNA Microarrays

(2008) Farzad Parvaresh et al.   IEEE Journal of Selected Topics in Signal Processing

Spectral Curvature Clustering (SCC)

(2008) Guangliang Chen et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Estimation of Subspace Arrangements with Applications in Modeling and Segmenting Mixed Data

(2008) Yi Ma et al.   SIAM REVIEW

Unsupervised segmentation of natural images via lossy data compression

(2007) Allen Y. Yang et al.   COMPUTER VISION AND IMAGE UNDERSTANDING