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Finite Difference Methods in Financial Engineering:  A Partial Differential Equation Approach
 
 
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Finite Difference Methods in Financial Engineering: A Partial Differential Equation Approach [Hardcover]

Daniel J. Duffy

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Product Description

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The world of quantitative finance (QF) is one of the fastest growing areas of research and its practical applications to derivatives pricing problem. Since the discovery of the famous Black–Scholes equation in the 1970′s we have seen a surge in the number of models for a wide range of products such as plain and exotic options, interest rate derivatives, real options and many others. Gone are the days when it was possible to price these derivatives analytically. For most problems we must resort to some kind of approximate method.

In this book we employ partial differential equations (PDE) to describe a range of one–factor and multi–factor derivatives products such as plain European and American options, multi–asset options, Asian options, interest rate options and real options. PDE techniques allow us to create a framework for modeling complex and interesting derivatives products. Having defined the PDE problem we then approximate it using the Finite Difference Method (FDM). This method has been used for many application areas such as fluid dynamics, heat transfer, semiconductor simulation and astrophysics, to name just a few. In this book we apply the same techniques to pricing real–life derivative products. We use both traditional (or well–known) methods as well as a number of advanced schemes that are making their way into the QF literature:

  • Crank–Nicolson, exponentially fitted and higher–order schemes for one–factor and multi–factor options
  • Early exercise features and approximation using front–fixing, penalty and variational methods
  • Modelling stochastic volatility models using Splitting methods
  • Critique of ADI and Crank–Nicolson schemes; when they work and when they don′t work
  • Modelling jumps using Partial Integro Differential Equations (PIDE)
  • Free and moving boundary value problems in QF

Included with the book is a CD containing information on how to set up FDM algorithms, how to map these algorithms to C++ as well as several working programs for one–factor and two–factor models. We also provide source code so that you can customize the applications to suit your own needs.

From the Back Cover

The world of quantitative finance (QF) is one of the fastest growing areas of research and its practical applications to derivatives pricing problem. Since the discovery of the famous Black–Scholes equation in the 1970’s we have seen a surge in the number of models for a wide range of products such as plain and exotic options, interest rate derivatives, real options and many others. Gone are the days when it was possible to price these derivatives analytically. For most problems we must resort to some kind of approximate method.

In this book we employ partial differential equations (PDE) to describe a range of one–factor and multi–factor derivatives products such as plain European and American options, multi–asset options, Asian options, interest rate options and real options. PDE techniques allow us to create a framework for modeling complex and interesting derivatives products. Having defined the PDE problem we then approximate it using the Finite Difference Method (FDM). This method has been used for many application areas such as fluid dynamics, heat transfer, semiconductor simulation and astrophysics, to name just a few. In this book we apply the same techniques to pricing real–life derivative products. We use both traditional (or well–known) methods as well as a number of advanced schemes that are making their way into the QF literature:

  • Crank–Nicolson, exponentially fitted and higher–order schemes for one–factor and multi–factor options
  • Early exercise features and approximation using front–fixing, penalty and variational methods
  • Modelling stochastic volatility models using Splitting methods
  • Critique of ADI and Crank–Nicolson schemes; when they work and when they don’t work
  • Modelling jumps using Partial Integro Differential Equations (PIDE)
  • Free and moving boundary value problems in QF

Included with the book is a CD containing information on how to set up FDM algorithms, how to map these algorithms to C++ as well as several working programs for one–factor and two–factor models. We also provide source code so that you can customize the applications to suit your own needs.


Inside This Book (Learn More)
First Sentence
The goal of this book is to develop robust, accurate and efficient numerical methods to price a number of derivative products in quantitative finance. Read the first page
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Front Cover | Copyright | Table of Contents | Excerpt | Index
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Customer Reviews

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Amazon.com:  5 reviews
10 of 13 people found the following review helpful
totally useless!!! 21 Mar 2008
By Oquant - Published on Amazon.com
Format:Hardcover
What a joke! This book claims to be adequate for those who have little or no knowledge in the field of PDEs and finite differnces (which is not my case), and believe me you will be just as ignorant after having read the book!

The book is divided into seven parts with the first one dealing with the general theory of PDEs, except that the information content is null! Even the heat equation is not fully solved, whether it is by separation of variables, where the solution is thrown at you in different cases, or by Fourier transform where the author takes the transform of the PDE then conveniently tells you that this can then be solved and converted back into the solution to the problem by "well known" techniques!! Prepostorous!! Furthermore, the entire book is simply a bunch well packed results and definitions with little or no insight as to their practical applications. You will simply learn the EXISTENCE of a certain number of techniques, however you will not have enough information to implement these or gain any insight into them! If you want to learn about PDEs, finite diffenences and their financial applications go for Wilmott, at least the latter won't waste your time!
3 of 4 people found the following review helpful
Bad book 30 April 2009
By Georgios Georgiopoulos - Published on Amazon.com
Format:Hardcover
I used this book to solve a rather difficult PDE and in the end i decided that a binomial tree approximation would save me time instead of reading this.
First it is not a beginer's book, second it wastes millions of precious time to the classification of PDEs in a very dense writting style cut in small chapters. In some cases it presents no proofs, or it assumes knowledge of mathematics that does not even cover. For example at some point syas that to check sth toy need Fourier and no presentation of the method is shown. In short to difficult to read, not for a beginner
4 of 6 people found the following review helpful
A practical approach to finite difference methods 9 Nov 2006
By G. A. Hanweck Jr. - Published on Amazon.com
Format:Hardcover|Amazon Verified Purchase
This book proved to be a useful reference for practical implementation of finite-difference methods for PDEs: several one- and multi-factor financial derivatives pricing models, including local volatility models and models with stochastic volatilities. The methods described in the text are stable, accurate and reasonably efficient. Stability of FD methods is obviously of top concern to the author (as it should be to readers as well), and he goes into extensive detail evaluating the stability of various techniques. The writing is clear and consistent, though a "notational" index or glossary would have been helpful, particularly in the early going. The author provides several practical examples, which lends a refreshing degree of concreteness to the book.

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