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Lectures on Monte Carlo methods

Monte Carlo methods form an experimental branch of mathematics that employs simulations driven by random number generators. These methods are often used when others fail, since they are much less sensitive to the "curse of dimensionality", which plagues deterministic methods in problems wi...

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Detalles Bibliográficos
Autor principal: Madras, Neal
Lenguaje:eng
Publicado: American Mathematical Society 2001
Materias:
Acceso en línea:http://cds.cern.ch/record/2264219
Descripción
Sumario:Monte Carlo methods form an experimental branch of mathematics that employs simulations driven by random number generators. These methods are often used when others fail, since they are much less sensitive to the "curse of dimensionality", which plagues deterministic methods in problems with a large number of variables. Monte Carlo methods are used in many fields: mathematics, statistics, physics, chemistry, finance, computer science, and biology, for instance. This book is an introduction to Monte Carlo methods for anyone who would like to use these methods to study various kinds of mathemati