261 citations · 457 across the 24 of their papers we have counts for
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math.ST2014★ 100 cited
Robust and Scalable Bayes via a Median of Subset Posterior Measures
Stanislav Minsker, Sanvesh Srivastava, Lizhen Lin +1
We propose a novel approach to Bayesian analysis that is provably robust to outliers in the data and often has computational advantages over standard methods. Our technique is base…
math.ST2014★ 24 cited
Multiscale Dictionary Learning: Non-Asymptotic Bounds and Robustness
Mauro Maggioni, Stanislav Minsker, Nate Strawn
High-dimensional datasets are well-approximated by low-dimensional structures. Over the past decade, this empirical observation motivated the investigation of detection, measuremen…