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Stanislav Minsker
Stanislav Minsker
Dirección de correo verificada de usc.edu
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Geometric median and robust estimation in Banach spaces
S Minsker
3142015
On some extensions of Bernstein’s inequality for self-adjoint operators
S Minsker
Statistics & Probability Letters 127, 111-119, 2017
148*2017
Scalable and robust Bayesian inference via the median posterior
S Minsker, S Srivastava, L Lin, D Dunson
International conference on machine learning, 1656-1664, 2014
1172014
Robust and scalable Bayes via a median of subset posterior measures
S Minsker, S Srivastava, L Lin, DB Dunson
Journal of Machine Learning Research 18 (124), 1-40, 2017
1092017
Sub-Gaussian estimators of the mean of a random matrix with heavy-tailed entries
S Minsker
https://arxiv.org/abs/1605.07129, 2016
1002016
Distributed statistical estimation and rates of convergence in normal approximation
S Minsker
772019
User-Friendly Covariance Estimation for Heavy-Tailed Distributions: A Survey and Recent Results
S Minsker, Y Ke, Z Ren, Q Sun, WX Zhou
Statistical science, 2019
642019
Plug-in Approach to Active Learning.
S Minsker
Journal of Machine Learning Research 13 (1), 2012
492012
Structured signal recovery from non-linear and heavy-tailed measurements
L Goldstein, S Minsker, X Wei
IEEE Transactions on Information Theory 64 (8), 5513-5530, 2018
452018
Uniform bounds for robust mean estimators
S Minsker
arXiv preprint arXiv:1812.03523, 2018
422018
Multiscale dictionary learning: non-asymptotic bounds and robustness
M Maggioni, S Minsker, N Strawn
The Journal of Machine Learning Research 17 (1), 43-93, 2016
412016
Estimation of the covariance structure of heavy-tailed distributions
X Wei, S Minsker
Advances in neural information processing systems 30, 2017
382017
Robust modifications of U-statistics and applications to covariance estimation problems
S Minsker, X Wei
292020
Excess risk bounds in robust empirical risk minimization
T Mathieu, S Minsker
Information and Inference: A Journal of the IMA 10 (4), 1423-1490, 2021
22*2021
Estimation of extreme values and associated level sets of a regression function via selective sampling
S Minsker
Conference on Learning Theory, 105-121, 2013
182013
Active clinical trials for personalized medicine
S Minsker, YQ Zhao, G Cheng
Journal of the American Statistical Association 111 (514), 875-887, 2016
172016
Robust and efficient mean estimation: an approach based on the properties of self-normalized sums
S Minsker, M Ndaoud
Electronic Journal of Statistics 15 (2), 6036-6070, 2021
142021
U-statistics of growing order and sub-Gaussian mean estimators with sharp constants
S Minsker
arXiv preprint arXiv:2202.11842, 2022
132022
-penalization in functional linear regression with subgaussian design
V Koltchinskii, S Minsker
Journal de l’Ecole polytechnique-Mathématiques 1, 269-330, 2014
132014
Non-asymptotic bounds for prediction problems and density estimation
S Minsker
Georgia Institute of Technology, 2012
82012
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Artículos 1–20