Statistical bounds for entropic optimal transport: sample complexity and the central limit theorem

We prove several fundamental statistical bounds for entropic OT with the squared Euclidean cost between subgaussian probability measures in arbitrary dimension. First, through a new sample complexity result we establish the rate of convergence of entropic OT for empirical measures. Our analysis impr...

पूर्ण विवरण

ग्रंथसूची विवरण
मुख्य लेखकों: Mena, G, Weed, J
स्वरूप: Conference item
भाषा:English
प्रकाशित: MIT Press 2019