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robust statistics

102 papers

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Co-occurring keywords

outlier detection (318) robust estimation (167) mean estimation (69) heavy-tailed distribution (98) high-dimensional statistics (145) principal component analysis (316) covariance estimation (96) hypothesis testing (254) linear regression (281) subspace recovery (25)

Papers

Estimating Principal Components under Adversarial Perturbations COLT 2020
RobustTrend: A Huber Loss with a Combined First and Second Order Difference Regularization for Time Series Trend Filtering IJCAI 2019
Refined Complexity of PCA with Outliers ICML 2019
Statistical Analysis of Nearest Neighbor Methods for Anomaly Detection NIPS 2019
Best Arm Identification for Contaminated Bandits JMLR 2019
Robust Hypothesis Testing Using Wasserstein Uncertainty Sets NIPS 2018
Spectral Signatures in Backdoor Attacks NIPS 2018
Robust Topological Inference: Distance To a Measure and Kernel Distance JMLR 2018
Robust Joint and Individual Variance Explained CVPR 2017
Robust Gaussian Graphical Model Estimation with Arbitrary Corruption ICML 2017
Matrix Completion with Noisy Entries and Outliers JMLR 2017
Estimation of the covariance structure of heavy-tailed distributions NIPS 2017
Understanding Black-box Predictions via Influence Functions ICML 2017
Robust Survey Aggregation with Student-t Distribution and Sparse Representation IJCAI 2017
Stochastic Gradient Methods for Distributionally Robust Optimization with f-divergences NIPS 2016
The Robustness of Estimator Composition NIPS 2016
Online PCA for Contaminated Data NIPS 2013
Consistency of Robust Kernel Density Estimators COLT 2013
Robust Sparse Principal Component Regression under the High Dimensional Elliptical Model NIPS 2013
Algorithms and Hardness for Robust Subspace Recovery COLT 2013
Classifier Selection using the Predicate Depth JMLR 2013
Scoring anomalies: a M-estimation formulation AISTATS 2013
Robust Kernel Density Estimation JMLR 2012
Transelliptical Component Analysis NIPS 2012
The Ordered Residual Kernel for Robust Motion Subspace Clustering NIPS 2009