Stanislav Minsker

Orcid: 0000-0002-1452-2956

According to our database1, Stanislav Minsker authored at least 14 papers between 2012 and 2024.

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Bibliography

2024
The Geometric Median and Applications to Robust Mean Estimation.
SIAM J. Math. Data Sci., 2024

Robust and Tuning-Free Sparse Linear Regression via Square-Root Slope.
SIAM J. Math. Data Sci., 2024

2023
Efficient median of means estimator.
Proceedings of the Thirty Sixth Annual Conference on Learning Theory, 2023

2019
Excess risk bounds in robust empirical risk minimization.
CoRR, 2019

2018
Structured Signal Recovery From Non-Linear and Heavy-Tailed Measurements.
IEEE Trans. Inf. Theory, 2018

2017
Robust and Scalable Bayes via a Median of Subset Posterior Measures.
J. Mach. Learn. Res., 2017

Distributed Statistical Estimation and Rates of Convergence in Normal Approximation.
CoRR, 2017

Estimation of the covariance structure of heavy-tailed distributions.
Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017

2016
Multiscale Dictionary Learning: Non-Asymptotic Bounds and Robustness.
J. Mach. Learn. Res., 2016

2014
Proceedings of the second "international Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST'14).
CoRR, 2014

Scalable and Robust Bayesian Inference via the Median Posterior.
Proceedings of the 31th International Conference on Machine Learning, 2014

2013
Estimation of Extreme Values and Associated Level Sets of a Regression Function via Selective Sampling.
Proceedings of the COLT 2013, 2013

2012
Non-asymptotic bounds for prediction problems and density estimation.
PhD thesis, 2012

Plug-in Approach to Active Learning.
J. Mach. Learn. Res., 2012


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