Error estimation in the histogram Monte Carlo method

Citation
Mej. Newman et Rg. Palmer, Error estimation in the histogram Monte Carlo method, J STAT PHYS, 97(5-6), 1999, pp. 1011-1026
Citations number
12
Categorie Soggetti
Physics
Journal title
JOURNAL OF STATISTICAL PHYSICS
ISSN journal
00224715 → ACNP
Volume
97
Issue
5-6
Year of publication
1999
Pages
1011 - 1026
Database
ISI
SICI code
0022-4715(199912)97:5-6<1011:EEITHM>2.0.ZU;2-I
Abstract
We examine the sources of error in the histogram reweighting method Tor Mon te Carlo data analysis. We demonstrate that, in addition to the standard st atistical error which has been studied elsewhere, there are two other sourc es of error. one arising through correlations in the reweighted samples. an d one arising from the finite range of energies sampled by a simulation of finite length. We demonstrate that while the former correction is usually n egligible by comparison with statistical fluctuations. the latter may not b e, and give criteria for judging the range of validity of histogram extrapo lations based on the size of this latter correction.