54 citations · 105 across the 27 of their papers we have counts for
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stat.ML2012
Robust subspace recovery by Tyler's M-estimator
Teng Zhang
This paper considers the problem of robust subspace recovery: given a set of points in , if many lie in a -dimensional subspace, then can we recover the underl…
stat.ML2011★ 54 cited
Robust recovery of multiple subspaces by geometric l_p minimization
Gilad Lerman, Teng Zhang
We assume i.i.d. data sampled from a mixture distribution with K components along fixed d-dimensional linear subspaces and an additional outlier component. For p>0, we study the si…
stat.ML2010★ 17 cited
Probabilistic Recovery of Multiple Subspaces in Point Clouds by Geometric lp Minimization
Gilad Lerman, Teng Zhang
We assume data independently sampled from a mixture distribution on the unit ball of the D-dimensional Euclidean space with K+1 components: the first component is a uniform distrib…