arXiv Open Access 2019

Non-asymptotic error bounds for scaled underdamped Langevin MCMC

Tim Zajic
Lihat Sumber

Abstrak

Recent works have derived non-asymptotic upper bounds for convergence of underdamped Langevin MCMC. We revisit these bound and consider introducing scaling terms in the underlying underdamped Langevin equation. In particular, we provide conditions under which an appropriate scaling allows to improve the error bounds in terms of the condition number of the underlying density of interest.

Topik & Kata Kunci

Penulis (1)

T

Tim Zajic

Format Sitasi

Zajic, T. (2019). Non-asymptotic error bounds for scaled underdamped Langevin MCMC. https://arxiv.org/abs/1912.03154

Akses Cepat

Lihat di Sumber
Informasi Jurnal
Tahun Terbit
2019
Bahasa
en
Sumber Database
arXiv
Akses
Open Access ✓