Monte Carlo statistical simulation How does it work?

Monte Carlo methods are widely used in fields like finance (for option pricing), physics (for particle transport), engineering (for risk analysis), and machine learning (for Bayesian inference). They are particularly useful when dealing with high-dimensional integrals or complex stochastic processes. The elegance of the method lies in its simplicity and its reliance on randomness to yield statistically meaningful results through repeated simulation.

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Publication Details

Journal
Multidisciplinary Latin American Journal (MLAJ)
Published
2025-05-01
DOI
https://doi.org/10.62131/mlaj-v3-n2-editorial
Primary Topic
Simulation Techniques and Applications
Type
article
Field-Weighted Citation Impact
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article

Monte Carlo statistical simulation How does it work?

Alexander Fernando Haro Sarango
Multidisciplinary Latin American Journal (MLAJ)
Simulation Techniques and Applications
article

Monte Carlo statistical simulation How does it work?

Alexander Fernando Haro Sarango
article en

Abstract

Monte Carlo methods are widely used in fields like finance (for option pricing), physics (for particle transport), engineering (for risk analysis), and machine learning (for Bayesian inference). They are particularly useful when dealing with high-dimensional integrals or complex stochastic processes. The elegance of the method lies in its simplicity and its reliance on randomness to yield statistically meaningful results through repeated simulation.

Multidisciplinary Latin American Journal (MLAJ)Vol. 3(2)
Universidad Latinoamericana (MX)
Openalex Percentile: Top 89%
Simulation Techniques and Applications
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Monte Carlo statistical simulation How does it work? — Alexander Fernando Haro Sarango · Multidisciplinary Latin American Journal (MLAJ) (2025) | TGRS Research Map | TGRS