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Massively Parallelized Monte Carlo Simulation and its Applications in Finance by:Ashcan Ziabakhshdeylami BASE in Electronic Engineering Simon Fraser University Lauren Look Buss in Finance Drexel UniversityPROJECT
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Massively parallelized Monte Carlo refers to a computational method that uses a large number of parallel processes to perform Monte Carlo simulations. This approach significantly speeds up the computation by evaluating many random samples simultaneously across multiple processors or cores.
Typically, organizations and researchers who conduct extensive simulations or analyses that rely on probabilistic methods may be required to document their use of massively parallelized Monte Carlo methods, especially in contexts that demand transparency in simulation methods (e.g., regulatory filings in finance or research publications).
Filling out a report or document related to massively parallelized Monte Carlo usually involves detailing the simulation parameters, the random processes used, the computational resources employed, and any findings or results generated from the simulations. Specific forms or templates may vary based on the context or regulatory requirements.
The purpose of massively parallelized Monte Carlo is to efficiently estimate complex probabilistic outcomes by utilizing parallel processing techniques to conduct a large number of random trials. This helps in reducing computation time and improving the accuracy of results in various fields such as finance, physics, and engineering.
Information that must be reported typically includes the model setup, input parameters, random sampling methods, computational resources used, statistical outcomes, and any assumptions made during the modelling process.
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