Mean estimation in high dimension
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Publication:6200221
DOI10.4171/icm2022/75OpenAlexW4389775655MaRDI QIDQ6200221
Publication date: 22 March 2024
Published in: International Congress of Mathematicians (Search for Journal in Brave)
Full work available at URL: https://doi.org/10.4171/icm2022/75
Nonparametric robustness (62G35) Computational learning theory (68Q32) Nonparametric estimation (62G05)
Cites Work
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- Geometric median and robust estimation in Banach spaces
- High-dimensional covariance matrix estimation with missing observations
- Concentration inequalities and moment bounds for sample covariance operators
- Sub-Gaussian mean estimators
- Random generation of combinatorial structures from a uniform distribution
- The space complexity of approximating the frequency moments
- Learning without concentration for general loss functions
- Sub-Gaussian estimators of the mean of a random vector
- Robust dimension-free Gram operator estimates
- Challenging the empirical mean and empirical variance: a deviation study
- Sub-Gaussian estimators of the mean of a random matrix with heavy-tailed entries
- Nearly optimal robust mean estimation via empirical characteristic function
- Mean estimation with sub-Gaussian rates in polynomial time
- Robust modifications of U-statistics and applications to covariance estimation problems
- Mean estimation and regression under heavy-tailed distributions: A survey
- Near-optimal mean estimators with respect to general norms
- Concentration inequalities and asymptotic results for ratio type empirical processes
- The asymptotic distribution of the trimmed mean
- Robust multivariate mean estimation: the optimality of trimmed mean
- Learning without Concentration
- Approximating the covariance ellipsoid
- High-Dimensional Robust Mean Estimation in Nearly-Linear Time
- Geometric median in nearly linear time
- Robust Estimation of a Location Parameter
- On Some Robust Estimates of Location
- Robust Statistics