Modified log-Sobolev inequalities for strongly log-concave distributions

03/14/2019
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by   Mary Cryan, et al.
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We show that the modified log-Sobolev constant for a natural Markov chain which converges to an r-homogeneous strongly log-concave distribution is at least 1/r. As a consequence, we obtain an asymptotically optimal mixing time bound for this chain. Applications include the bases-exchange random walk in a matroid.

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