Understanding stochastic perturbation theory: toy models and statistical analysis

Citation
R. Alfieri et al., Understanding stochastic perturbation theory: toy models and statistical analysis, NUCL PHYS B, 578(1-2), 2000, pp. 383-401
Citations number
17
Categorie Soggetti
Physics
Journal title
NUCLEAR PHYSICS B
ISSN journal
05503213 → ACNP
Volume
578
Issue
1-2
Year of publication
2000
Pages
383 - 401
Database
ISI
SICI code
0550-3213(20000703)578:1-2<383:USPTTM>2.0.ZU;2-Y
Abstract
The numerical stochastic perturbation method based on Parisi-Wu quantisatio n is applied to a suite of simple models to test its validity at high order s. Large deviations from normal distribution for the basic estimators are s ystematically found in all cases ("Pepe effect"). As a consequence one shou ld be very careful in estimating statistical errors. We present some result s obtained on Weingarten's "pathological" model where reliable results can be obtained by an application of the bootstrap method. We also present some evidence that in the far less trivial application to lattice gauge theory a similar problem should not arise at moderately high loops (up to O(alpha( 10))). (C) 2000 Elsevier Science B.V. All rights reserved.