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Numerical Probability

An Introduction with Applications to Finance. Universitext

By (author) Gilles Pages
Format: Paperback / softback
Publisher: Springer International Publishing AG, Cham, Switzerland
Published: 11th Aug 2018
Dimensions: w 150mm h 229mm d 36mm
Weight: 915g
ISBN-10: 3319902741
ISBN-13: 9783319902746
Barcode No: 9783319902746
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Synopsis
This textbook provides a self-contained introduction to numerical methods in probability with a focus on applications to finance. Topics covered include the Monte Carlo simulation (including simulation of random variables, variance reduction, quasi-Monte Carlo simulation, and more recent developments such as the multilevel paradigm), stochastic optimization and approximation, discretization schemes of stochastic differential equations, as well as optimal quantization methods. The author further presents detailed applications to numerical aspects of pricing and hedging of financial derivatives, risk measures (such as value-at-risk and conditional value-at-risk), implicitation of parameters, and calibration. Aimed at graduate students and advanced undergraduate students, this book contains useful examples and over 150 exercises, making it suitable for self-study.

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