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The Randomized Elliptical Potential Lemma with an Application to Linear Thompson Sampling


Feb 16, 2021
Nima Hamidi, Mohsen Bayati


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On Worst-case Regret of Linear Thompson Sampling


Jun 11, 2020
Nima Hamidi, Mohsen Bayati


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Optimal and Greedy Algorithms for Multi-Armed Bandits with Many Arms


Feb 24, 2020
Mohsen Bayati, Nima Hamidi, Ramesh Johari, Khashayar Khosravi


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A General Framework to Analyze Stochastic Linear Bandit


Feb 12, 2020
Nima Hamidi, Mohsen Bayati


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Optimal Experimental Design for Staggered Rollouts


Nov 09, 2019
Ruoxuan Xiong, Susan Athey, Mohsen Bayati, Guido Imbens


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On Low-rank Trace Regression under General Sampling Distribution


Apr 18, 2019
Nima Hamidi, Mohsen Bayati

* 21 pages 

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Mostly Exploration-Free Algorithms for Contextual Bandits


Oct 02, 2018
Hamsa Bastani, Mohsen Bayati, Khashayar Khosravi

* 61 Pages, 7 Figures 

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Scalable Approximations for Generalized Linear Problems


Nov 21, 2016
Murat A. Erdogdu, Mohsen Bayati, Lee H. Dicker


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Dynamic Pricing with Demand Covariates


Apr 25, 2016
Sheng Qiang, Mohsen Bayati

* 28 pages, 6 figures 

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Belief-Propagation for Weighted b-Matchings on Arbitrary Graphs and its Relation to Linear Programs with Integer Solutions


Aug 04, 2011
Mohsen Bayati, Christian Borgs, Jennifer Chayes, Riccardo Zecchina

* SIAM J. Discrete Math. 2011, Vol 25, Issue 2, pp. 989-1011 
* 28 pages, 2 figures. Submitted to SIAM journal on Discrete Mathematics on March 19, 2009; accepted for publication (in revised form) August 30, 2010; published electronically July 1, 2011 

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The dynamics of message passing on dense graphs, with applications to compressed sensing


Jan 27, 2011
Mohsen Bayati, Andrea Montanari

* IEEE Transactions on Information Theory, Vol 57, Issue 2 pp. 764-785, 2011 
* 41 pages 

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Maximum Weight Matching via Max-Product Belief Propagation


Apr 08, 2007
Mohsen Bayati, Devavrat Shah, Mayank Sharma

* IEEE Transactions on Information Theory, Vol 54 (3), 2008 
* In the proceedings of the 2005 IEEE International Symposium on Information Theory 

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