Title :
Introduction to Monte Carlo simulation
Author :
Raychaudhuri, Samik
Author_Institution :
Oracle Crystal Ball Global Bus. Unit, Broomfield, CO, USA
Abstract :
This is an introductory tutorial on Monte Carlo simulation, a type of simulation that relies on repeated random sampling and statistical analysis to compute the results. In this paper, we will briefly describe the nature and relevance of Monte Carlo simulation, the way to perform these simulations and analyze results, and the underlying mathematical techniques required for performing these simulations. We will present a few examples from various areas where Monte Carlo simulation is used, and also touch on the current state of software in this area.
Keywords :
Monte Carlo methods; random processes; sampling methods; Monte Carlo simulation; repeated random sampling; statistical analysis; Analytical models; Computational modeling; Decision making; Input variables; Mathematical model; Performance analysis; Sampling methods; Statistical analysis; Statistical distributions; Wikipedia;
Conference_Titel :
Simulation Conference, 2008. WSC 2008. Winter
Conference_Location :
Austin, TX
Print_ISBN :
978-1-4244-2707-9
Electronic_ISBN :
978-1-4244-2708-6
DOI :
10.1109/WSC.2008.4736059