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math.ST2022
Variance-Aware Estimation of Kernel Mean Embedding
Geoffrey Wolfer, Pierre Alquier
An important feature of kernel mean embeddings (KME) is that the rate of convergence of the empirical KME to the true distribution KME can be bounded independently of the dimension…
math.ST2022★ 1 cited
Improved Estimation of Relaxation Time in Non-reversible Markov Chains
Geoffrey Wolfer, Aryeh Kontorovich
We show that the minimax sample complexity for estimating the pseudo-spectral gap of an ergodic Markov chain in constant multiplicative error is of the order of $…