Mathematical Statistics

Concentration inequalities for sampling without replacement, R. Bardenet and O.-A. Maillard, in Bernoulli, 2014. Publisher website HaL

Kullback–leibler upper confidence bounds for optimal sequential allocation, O. Cappé, A. Garivier, O.-A. Maillard, R. Munos and G. Stoltz, in The Annals of Statistics, 41(3):1516–1541, 2013. Publisher website HaL

Linear Regression with Random Projections, O.-A. Maillard and R. Munos, in Journal of Machine Learning Research (JMLR), 13:2735–2772, 2012. Publisher website HaL

Sparse recovery with Brownian sensing, A. Carpentier, O.-A. Maillard and R. Munos, in Proceedings of the 24th conference on advances in Neural Information Processing Systems (NIPS), 2011. Publisher website HaL

Scrambled objects for least-squares regression, O.-A. Maillard and R. Munos, in J. Lafferty, C. K. I. Williams, J. Shawe-Taylor, R.S. Zemel, and A. Culotta, editors, Proceedings of the 23rd conference on advances in Neural Information Processing Systems (NIPS), NIPS ’10, pages 1549–1557, 2010. Publisher website HaL

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