Introduction to importance sampling in rare-event simulations

Authors
Citation
M. Denny, Introduction to importance sampling in rare-event simulations, EUR J PHYS, 22(4), 2001, pp. 403-411
Citations number
6
Categorie Soggetti
Physics
Journal title
EUROPEAN JOURNAL OF PHYSICS
ISSN journal
01430807 → ACNP
Volume
22
Issue
4
Year of publication
2001
Pages
403 - 411
Database
ISI
SICI code
0143-0807(200107)22:4<403:ITISIR>2.0.ZU;2-G
Abstract
Monte Carlo simulations are an important tool in modern-day studies of many physical systems. Where unlikely events are to be simulated, the importanc e sampling technique can considerably ease the processing burdon, without c ompromising statistical significance. Here a comparison of importance sampl ing and standard Monte Carlo simulations is given. Emphasis is on variance reduction, and on the simulation gain of importance sampling, which is calc ulated explicitly for a simple example.