numerical methods in finance & economics a matlab based introduction - paolo brandimarte

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numerical methods in finance & economics a matlab based introduction - paolo brandimarte

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[...]... appendix A for a quick tour of MATLAB programming Some classical numerical problems are readily solved by MATLAB functions They include: 0 Solving systems of linear equations 10 MOTIVATION 0 Solving non-linear equations in a single unknown variable (including polynomial equations as a special case) 0 Finding minima and maxima of functions of a single variable 0 Approximating and interpolating functions... will also be appreciated My e-mail address is: paolo brandimarteOpolito it PS2 The list of errata will be posted on a Web page which will also include additional material and MATLAB programs The current URL is http://staff.polito.it /paolo. brandimarte An up-to-date link will be maintained on Wiley Web page: http://www.wiley.com/mathematics PS3 And if (what a shame ) you are wondering who Commander Straker... Economics usually have little background in numerical methods and lack the ability to translate algorithmic concepts into a working program; on the other hand, students in Engineering do not see the potential application of quantitative methods to finance clearly Although there is an increasing literature on high-level mathematics applied to financial engineering, and a few books illustrating how cookbook... riiany people with a quantitative or numerical analysis background have started working in finance, including engineers, mathematicians, and physicists Indeed, as the tern1 financial engineering may suggest, computational finance is a field where different cultures meet Hence, a wide array of students and practitioners, with diverse background, will hopefully be interested in a book on riurrirrical methods. .. Monte Carlo simulation, and a number of tricks of the trade are needed in order to obtain a reliable and computationally efficient es- 8 MOTIVATION timate.5 Variance reduction methods and alternative integration approaches based on low-discrepancy sequences will be introduced in chapter 4, and applications to option pricing are illustrated in chapter 8 Another widely applied approach to option pricing... relatively large number of books and scicritific journals devoted to computational finance; even more so, hy thc fact, that, these methods are not confined to academia, but are actually usrd i n real life As a result, there has been a steady increase in the number of academic programs devoted to quantitative finance, both a t Master’s and Pt1.D level, and they usually include a course on numerical methods. .. pricing is based on binomial or trinomial lattices These can be regarded as a sort of clever discretization of the underlying stochastic process From this point of view, they are a deterministic way to generate sample paths, whereas Monte Carlo is based on random sample path generation Another point of view is that certain finite difference approaches can be regarded as generalization of trinomial lattices... programming; from a practical point of view, stochastic programming has an interesting potential both for dynamic portfolio management and for option hedging in incomplete markets Chapter 12 also deals with the relatively exotic topic of non-convex optimization The main aim here is introducing mixed-integer programming, which can be used for portfolio management when practically relevant constraints call... Pricing Equity Options 1 7 Option Pricing by Binomial and Thnomial Lattices 7.1 Pricing by binomial lattices 7.1.1 7.1.2 7.2 7.3 7.4 7.5 Calibrating a binomial lattice Putting two things together: pricing a pay-later option 7.1.3 An improved implementation of binomial lattices Pricing American options by binomial lattices Pricing bidimensional options by binomial lattices Pricing by trinomial lattices... MATLABenvironment A. 2 MATLABgraphics A. 3 MATLABprogramming 603 603 614 616 Appendix B Refresher on Probability Theory and Statistics B.l Sample space, events, and probability B.2 Random variables, expectation, and variance B.2.1 Common continuous random variables B.3 Jointly distributed random variables B.4 Independence, covariance, and conditional expectation B.5 Parameter estimation B.6 Linear regression . www.wiley.com. Library of Congress Cataloging -in- Publication Data: Brandimarte, Paolo. Brandimarte 2nd ed. Numerical methods in finance and economics : a MATLAB- based introduction / Paolo p Numerical methods in finance. 2002. Includes bibliographical references and index. ISBN-10: 0-4 7 1-7 450 3-0 (cloth) 1. Finance- Statistical methods. 2. Economics- Statistical methods. I. Brandimarte, . xv Part V Appendices Appendix A Introduction to MATLAB Programming 603 A. l MATLAB environment 603 A. 3 MATLAB programming 61 6 Appendix B Refresher on Probability Theory and Statistics

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