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mean estimation

69 papers

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Co-occurring keywords

differential privacy (1010) robust statistics (102) robust estimation (167) covariance estimation (96) outlier detection (318) heavy-tailed distribution (98) linear regression (281) local differential privacy (72) high-dimensional statistics (145) stochastic convex optimization (68)

Papers

Optimal Algorithms for Mean Estimation under Local Differential Privacy ICML 2022
List-Decodable Sparse Mean Estimation via Difference-of-Pairs Filtering NIPS 2022
Outlier-Robust Sparse Mean Estimation for Heavy-Tailed Distributions NIPS 2022
A Fourier Approach to Mixture Learning NIPS 2022
New Lower Bounds for Private Estimation and a Generalized Fingerprinting Lemma NIPS 2022
Mean Estimation with User-level Privacy under Data Heterogeneity NIPS 2022
Mean Estimation in High-Dimensional Binary Markov Gaussian Mixture Models NIPS 2022
Polynomial-Time Sum-of-Squares Can Robustly Estimate Mean and Covariance of Gaussians Optimally ALT 2022
Optimal Mean Estimation without a Variance COLT 2022
On Robust Mean Estimation under Coordinate-level Corruption ICML 2021
Covariance-Aware Private Mean Estimation Without Private Covariance Estimation NIPS 2021
Outlier-Robust Optimal Transport ICML 2021
List-Decodable Mean Estimation in Nearly-PCA Time NIPS 2021
Learning with User-Level Privacy NIPS 2021
Instance-optimal Mean Estimation Under Differential Privacy NIPS 2021
Robust Mean Estimation on Highly Incomplete Data with Arbitrary Outliers AISTATS 2021
Robust and differentially private mean estimation NIPS 2021
Model-sharing Games: Analyzing Federated Learning Under Voluntary Participation AAAI 2021
Smoothly Bounding User Contributions in Differential Privacy NIPS 2020
Instance-optimality in differential privacy via approximate inverse sensitivity mechanisms NIPS 2020
Learning Entangled Single-Sample Distributions via Iterative Trimming AISTATS 2020
CoinPress: Practical Private Mean and Covariance Estimation NIPS 2020
Outlier Robust Mean Estimation with Subgaussian Rates via Stability NIPS 2020
Learning Entangled Single-Sample Gaussians in the Subset-of-Signals Model COLT 2020
List Decodable Subspace Recovery COLT 2020