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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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A Competitive Modular Connectionist Architecture, and . Advances in Neural Information Processing Systems 3, San Francisco, CA: Morgan Kaufmann, (1991)Serial Order: A Parallel, Distributed Processing Approach. Advances in Connectionist Theory: Speech, Erlbaum, Hillsdale, NJ, (1989)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)Improving the mean field approximation via the use of mixture distributions, and . Learning in Graphical Models, MIT Press, (1999)Hierarchical Dirichlet Processes, , , and . Advances in Neural Information Processing Systems (NIPS), (2005)On Discriminative vs. Generative Classifiers: A Comparison of Logistic Regression and Naive Bayes, and . Advances in neural information processing systems, (2002)Statistical Machine Learning and Computational Biology.. BIBM, page 4. IEEE Computer Society, (2007)Probabilistic Multilevel Clustering via Composite Transportation Distance., , , and . AISTATS, volume 89 of Proceedings of Machine Learning Research, page 3149-3157. PMLR, (2019)Internal World Models and Supervised Learning., and . ML, page 70-74. Morgan Kaufmann, (1991)