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chernoff bound

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sample complexity (2) statistical learning (2) information theory (2) chance constraint (1) maximum likelihood estimator (1) distribution estimation (1) selective inference (1) statistical bound (1) learning bound (1) infinity norm (1)

Papers

Distribution Estimation under the Infinity Norm JMLR 2025 PAC-Bayes-Chernoff bounds for unbounded losses NeurIPS 2024 A Matrix Chernoff Bound for Markov Chains and Its Application to Co-occurrence Matrices NeurIPS 2020 Is There a Trade-Off Between Fairness and Accuracy? A Perspective Using Mismatched Hypothesis Testing ICML 2020 Optimization of Chance-Constrained Submodular Functions AAAI 2020 Exact Exponent in Optimal Rates for Crowdsourcing ICML 2016 Optimal Best Arm Identification with Fixed Confidence COLT 2016 Risk Aversion in Markov Decision Processes via Near Optimal Chernoff Bounds NeurIPS 2012