Monte Carlo transition dynamics and variance reduction

Citation
M. Fitzgerald et al., Monte Carlo transition dynamics and variance reduction, J STAT PHYS, 98(1-2), 2000, pp. 321-345
Citations number
15
Categorie Soggetti
Physics
Journal title
JOURNAL OF STATISTICAL PHYSICS
ISSN journal
00224715 → ACNP
Volume
98
Issue
1-2
Year of publication
2000
Pages
321 - 345
Database
ISI
SICI code
0022-4715(200001)98:1-2<321:MCTDAV>2.0.ZU;2-A
Abstract
For Metropolis Monte Carlo simulations in statistical physics, efficient, e asy-to-implement, and unbiased statistical estimators of thermodynamic prop erties are based on the transition dynamics. Using an Ising model example, we demonstrate (problem-specific) variance reductions compared to conventio nal histogram estimators. A proof of variance reduction in a microstate lim it is presented.