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Robustness Guarantees for Mode Estimation with an Application to Bandits

, , and . (2020)cite arxiv:2003.02932Comment: 12 pages, 7 figures, 14 appendix pages.

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Variational methods for the Dirichlet process, and . Proc. ICML, (2006)Improving the mean field approximation via the use of mixture distributions, and . Learning in Graphical Models, MIT Press, (1999)Serial Order: A Parallel, Distributed Processing Approach. Advances in Connectionist Theory: Speech, Erlbaum, Hillsdale, NJ, (1989)A Competitive Modular Connectionist Architecture, and . Advances in Neural Information Processing Systems 3, San Francisco, CA: Morgan Kaufmann, (1991)Supervised Learning and Systems with Excess Degrees of Freedom. 88-27. Department of Computer and Information Science, University of Massachusetts, Amherst, (1988)Learning to Control an Unstable System with Forward Modeling, and . Advances in Neural Information Processing Systems 8, Cambridge, MA: MIT Press, (1996)Hierarchical dirichlet processes, , , and . Journal of the American Statistical Association, 101 (476): 1566--1581 (2006)Convergence results for the EM approach to mixtures of experts architectures, and . Neural Networks, 8 (9): 1409--1431 (January 1995)On Discriminative vs. Generative Classifiers: A Comparison of Logistic Regression and Naive Bayes, and . Advances in neural information processing systems, (2002)Variational Probabilistic Inference and the QMR-DT Network., and . J. Artif. Intell. Res., (1999)