103 citations · 640 across the 49 of their papers we have counts for
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math.ST2011★ 13 cited
Accuracy guaranties for recovery of block-sparse signals
Anatoli Juditsky, Fatma Kılınç Karzan, Arkadi Nemirovski +1
We introduce a general framework to handle structured models (sparse and block-sparse with possibly overlapping blocks). We discuss new methods for their recovery from incomplete o…
math.ST2011
Sparse Non Gaussian Component Analysis by Semidefinite Programming
Elmar Diederichs, Anatoli Juditsky, Arkadi Nemirovski +1
Sparse non-Gaussian component analysis (SNGCA) is an unsupervised method of extracting a linear structure from a high dimensional data based on estimating a low-dimensional non-Gau…