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Scenarios III: Using Economic Fundamentals to Generate Scenarios: Wilmott Magazine Article
Bill Ziemba

We begin to discuss the vast potential of using economic fundamentals along with various scenario generation techniques to tilt the historical data into better future scenarios.
 

 
Being and the Market - Part II: Wilmott Magazine Article
Elie Ayache

The Philosopher returns with the concluding part of this discussion of market epistemology.
 

 
Being and the Market: Wilmott Magazine Article
Elie Ayache

Thinking caps on for the first of a two part article.
 

 
Design Patterns in Option Pricing Part II: Designing and Implementing the Binomial Method in C++ use
Daniel Duffy

In this article (the second in a series of three) we show how to apply Design Patterns in conjunction with C++ to the creation of a generic and customisable software framework. In order to appeal to a wide audience we take the example of a Binomial lattice solver. The techniques in this article are so generic that the design and implementation techniques are easily transferable to other solvers (for example, the finite difference method or Monte Carlo).
 

 
Mathematics of Gambling and Investment: Scenarios 2: Wilmott Magazine Article
Bill Ziemba

Some mathematical approaches for scenario generation and reduction.
 

 
Statistical Arbitrage - Part V: Wilmott Magazine Article
Ed Thorp

This time round we continue our discussion of haggling using our house example.
 

 
'Finance Focus' recording Part3 - Recent Developments from NAG
John Holden, David Sayers & Robert Tong

Part three of three 'Finance Focus' recordings, this with John Holden, David Sayers & Robert Tong from the NAG Quant Event in London, October 2009

 

 
'Finance Focus' recording Part2 - Using GPUs in computational finance
Mike Giles

Part two of three 'Finance Focus' recordings, this with Mike Giles, from the NAG Quant Event in London, October 2009

 

 
'Finance Focus' recording Part1 - Computing a Nearest Correlation Matrix with Factor Structure
Nick Higham

Part one of three 'Finance Focus' recordings, this with Nick Higham, from the NAG Quant Event in London, October 2009

 

 
'Finance Focus' event: The Risky Horror Show with Andreas Binder
Organised by Wilmott magazine, 7city & UnRisk

Computational Finance is, in our understanding, the art of modelling financial processes and then to somehow calculate fair values of financial instruments.

There are intrinsically several traps which one should avoid: Different models for the underlying lead to different prices of derivatives. When models get too complicated, there is the danger of spurious accuracy, which may lead to a loss of criticism. Numerical methods for the valuation have to be chosen in such a way that they can handle the problem under consideration reasonably fast, stable and robust, ideally also for the Greeks.

In the calibration of models, there is the danger of local minima or of instabilitites when many parameters have to be identified.

We will give examples of risky horrors during the presentation.

 

 
Volatility Estimation via Chaos Expansions: Wilmott Magazine Article
Alireza Javaheri

The question of estimation of volatility has been studied extensively in the past two decades. As discussed for instance in (Javaheri, Lautier and Galli 2003) one possible approach would be the use of nonlinear filtering.
 

 
Applying Importance Sampling to Pricing Single Tranches of CDOs in a One-factor Li Model
Mark S. Joshi

It is shown that importance sampling can be effectively applied to the pricing of a single tranche of a CDO. In particular, by shifting the mean of the common factor, it is demonstrated that the price can be estimated to an accuracy of approximately one percent with about ten thousand paths in a large range of cases. This is achieved at minimal extra computational complexity.
 

 
From a Tree to a Grid :Wilmott Magazine Article
Mike Staunton

The barter economy lives on in financial academia, surprisingly enough.
 

 
Whose Life is it Anyway?: Wilmott Magazine Article
Aaron Brown

A discussion of Derman's biography leads to an answer to the question 'just what do you think you are doing?'.
 

 
Setting the Scenario: Wilmott Magazine Article
Bill Ziemba

In a first look at events beyond previous data, this issue we survey the basic ideas that inform scenario generation.
 

 
Better approximations to cumulative normal functions: Wilmott Magazine Article
Graeme West

Espen Haug relates a story to me of how his book (Haug 1998) has received a rather scathing review at the Amazon website by one reader; and the underlying reason for the problem is in actual fact the inaccuracy of the cumulative normal approximation in his book, this inaccuracy is in turn inherited by the bivariate cumulative approximation. As a consequence, option prices where the bivariate cumulative is used can be negative, under not absurd inputs!
 

 
Finformatics: The Tracks of Tears: Wilmott Magazine Article
Kent Osband

While most of the world knows Smokey Robinson only as a wonderful songster, I personally rank him next to Ed Thorp as one of the spiritual founders of finformatics. As the chorus lines quoted above clearly show - clear at least to those schooled in the deconstructionist maxim "I imagine, therefore it is".
 

 
Numerical Analysis of Jump Diffusion Models: A Partial Differential Equation Approach: Wilmott Magazine Article
Daniel J. Duffy, Datasim

We discuss a number of numerical methods that approximate the solution of the Partial Integro Differential Equation (PIDE) that models contingent claims with jumps.
 

 
The Dynamics of Financial Markets - Mandelbrot's Multifractal Cascades and Beyond: Wilmott Magazine Article
Lisa Borland, Jean-Philippe Bouchaud, Jean-François Muzy & Gilles Zumbach

We discuss how multiplicative cascades and related multifractal ideas might be relevant to model the main statistical features of financial time series, in particular the intermittent, long-memory nature of the volatility. We describe in details the Bacry-Muzy-Delour multifractal random walk. We point out some inadequacies of the current models, in particular concerning time reversal symmetry, and propose an alternative family of multi-timescale models, intermediate between GARCH models and multifractal models, that seem quite promising.
 

 
Hidden Conditions and Coin Flip Blow Ups: Wilmott Magazine Article
Espen Haug

A quick look at the danger of ignoring hidden conditions in quantitative finance.
 

 
Statistical Arbitrage - Part IV: Wilmott Magazine Article
Ed Thorp

Life's turns bring both simplicity and diversification with two new and more powerful approaches to statistical arbitrage.
 

 
Mandelbrot's Extremism: Wilmott Magazine Article
Jan Beirlant, Wim Schoutens and Johan Segers

In the sixties Mandelbrot already showed that extreme price swings are more likely than some of us think or incorporate in our models. A modern toolbox for analyzing such rare events can be found in the field of extreme value theory. At the core of extreme value theory lies the modelling of maxima over large blocks of observations and of excesses over high thresholds. The general validity of these models makes them suitable for out-of-sample extrapolation. By way of illustration we assess the likeliness of the crash of the Dow Jones on October 19, 1987, a loss that was more than twice as large as on any other single day from 1954 until 2004.

 

 
Options Embedded in Physical Money: Working Paper
Espen Gaarder Haug & John Stevenson

Embedded options in the world's physical monies, both coin and paper, are introduced. The option value for base metal coins is presented. The various strategies for redemption by the owner and the prevention of redemption by the issuer (central banks) are discussed. The market values of gold coins are discussed in light of the embedded option valuation. In conclusion, the rational behavior of both individuals and central banks in light of these valuations is described. (This paper is a short version of that published in Wilmott magazine in March 2009.)
 

 
Global Sensitivity Indices for Nonlinear Mathematical Models. Review: Wilmott Magazine Article
I.M. Sobol & S.S. Kucherenko

This is a review of global sensitivity indices that were introduced in I.M. Sobol' (1990). These indices allow to analyze numerically the structure of a nonlinear function defined analytically or by a "black box". As an example the Brownian bridge is considered and an example of the application of global sensitivity indices in finance is presented.

 

 
Mixture of Models: A Simple Recipe for a ... Hangover?
Vladimir V. Piterbarg

The idea of using a weighted average of derivative security prices computed using different "simple" models (the so-called "mixture of models", or "ensemble of models", approach) has been put forth recently by a number of authors. Some view it as a simple way to add stochastic volatility to virtually any model, and others advocate it on the grounds that it provides a simple and tractable method for capturing certain market characteristics, most importantly volatility smile. Ease of calibration to market prices of vanilla and exotic instruments is also cited as the approach's redeeming quality. While not disputing the fact that such "models" are easy to calibrate, we explain that these models are under-specified (leading to multiple possible prices of derivatives). We also demonstrate that the "weighted average" valuation formula, the main selling point of the "mixture of models" approach, is self-inconsistent and cannot be used for valuation.

WilmottWiki bio of Vladimir Piterbarg.

 

 
'Finance Focus' event: Finance Optimization using the Star-P Parallel Computing Platform
Organised by Wilmott magazine and 7city and sponsored by Interactive Supercomputing presented by Andrew Greenwell

With the age of multi-core having fully arrived, and with many-core processors just around the corner, quantitative analysts are in need of software tools that allow them to harness the computational capabilities and memory capacity of parallel systems. In this presentation, we provide an overview of the Star-P parallel computing platform and its possible uses in quantitative finance for problems with large distributed data sets and task parallel operations. Recent additions to Star-P will be highlighted that have direct benefit to financial modeling problems, including the addition of Statistics and Optimization function libraries, and the integration of Star-P with the Tomlab Optimization platform. A demo of Star-P will also be included in the presentation.

 

 
Can Anyone Solve The Smile Problem? A Post-Scriptum
Elie Ayache

The following article is a transcription of one of my longest posts on the Wilmott forums. The thread it appeared in, "Of smile and models," is one of the multiple recent threads where worries and questions are starting to emerge, relative to the smile dynamics.
 

 
Option Pricing with Finite Elements
Jürgen Topper

The Finite Element (FE) Method is a standard numerical technique in engineering and natural sciences. Some authors have successfully employed FE to option pricing problems. This paper delivers a gentle and non-technical introduction to basic ideas and concepts of this method.
 

 
The Financial Modelers' Manifesto
Emanuel Derman and Paul Wilmott

A spectre is haunting Markets - the spectre of illiquidity, frozen credit, and the failure of financial models. Beginning with the 2007 collapse in subprime mortgages, financial markets have shifted to new regimes characterized by violent movements, epidemics of contagion from market to market, and almost unimaginable anomalies (who would have ever thought that swap spreads to Treasuries could go negative?). Familiar valuation models have become increasingly unreliable. Where is the risk manager that has not ascribed his losses to a once-in-a-century tsunami? To this end, we have assembled in New York City and written the following manifesto.
 

 
Blackjack in the Dark: Wilmott Magazine Article
Kent Osband

For the last year and a half this column has been digging deeper and deeper into the mechanics of price formation in markets. By allowing for uncertainty about regime-switching, we have managed to simply and rationally account for a host of market behavior that orthodox finance finds absurdly complex. This month we're going to take a break from digging. Let's crawl back up to the surface, freshen up, and board the virtual jets waiting to whisk us to Las Vegas. Yes, Las Vegas: Mecca of the minor.
 

 
The Future is Convex: Wilmott Magazine Article
Peter Jäckel & Atsushi Kawai

We present analytical approximation formulæ for the price of interest rate futures contracts derived from the yield curve dynamics prescribed by a Libor market model allowing for an implied volatility skew generated by displaced diffusion equations. The derivation of the formulæ by the aid of Itô-Taylor expansions and heuristic truncations and transformations is shown, and the results are tested against numerical calculations for a variety of market parameter scenarios. The new futures convexity formulæ are found to be highly accurate for all relevant market conditions, and can thus be used as part of yield curve stripping algorithms.
 

 
An Analytical Process for Generating the WACC Curve and Locating the Optimal Capital Structure: Wilmott Magazine Article
Ruben D. Cohen

We present here an analytical process for generating the firm's value [FV] and the weighted-average cost of capital [WACC] curves, with intent to locate the optimal capital structure. The method takes into consideration the relationship between debt, equity and taxes, and places emphasis on the effects of default risk, as well as on the assumptions that underlie the curves. In relation to the proposed approach, it is shown that the conventional one, which is used more commonly in practice, is flawed.
 

 
Name and Shame in Our New Blame Game! Results Part 1
Paul Wilmott

We now have the results for which are the worst quant models and who are the worst modellers according to the contributing members of wilmott.com! (You can still contribute at http://www.wilmott.com/ns.cfm, you must be logged in.) In this first instalment we are going to reveal the worst models, and other interesting bits and pieces mentioned by members. I will also give you a few words, condensing my thoughts on each culprit. In many cases I've already written at length on these topics, often in my blog (http://www.wilmott.com/blogs/paul/index.cfm/General) .
 

 
Fortune Seen as Fate: Quant Jobs After the Credit Crunch
Dominic Connor

My firm, P&D Quant recruitment has just taken on two more people to help with the increasing workload. A year ago this would haven a bland piece of corporate puff of so little interest that we'd probably not even have bothered telling anyone. But in today's market, it has caused more than one person to express at least some surprise. So have we completely lost our minds?
 

 
Efficient Computation of Option Price Sensitivities for Options of American Style
Christian Wallner & Uwe Wystup

No front-office software can survive without providing derivatives of option prices with respect to underlying market or model parameters, the so called Greeks. If a closed form solution for an option exists, Greeks can be computed analytically and they are numerically stable. However, for American style options, there is no closed-form solution. The price is computed by binomial trees, finite difference methods or an analytic approximation. Taking derivatives of these prices leads to instable numerics or misleading results, specially for Greeks of higher order. We compare the computation of the Greeks in various pricing methods and conclude with the recommendation to use Leisen-Reimer trees.
 

 
'Finance Focus' event: Time series databases for high-performance Quantitative Analysis
Organised by Wilmott magazine and 7city and sponsored by Sybase presented by Mike Servent

In an age in which commercial quantitative tools are both powerful and affordable, quantitative analysis is often limited by data considerations. An increase in the ease and speed with which data can be incorporated can enhance productivity and lead to better research. In this presentation we review some typical quantitative data storage requirements, and some possible solutions. We illustrate an approach developed at OMAM which uses a novel relational database schema to provide outstanding performance. Mike Servent is Head of Quantitative & Modelling Systems at Old Mutual Asset Managers, UK. His team forms part of the Quantitative Strategies Group at OMAM which runs Global Equity Market-Neutral and Long-only funds with approx $ 2.5 billion AUM. The team provides quantitative platforms including statistical packages, optimisers, databases and reporting systems, as well as OMAM's proprietary quant models. Previously Mike has worked at MSCI Barra and at BITA Risk.

 

 
TARNs: Models, Valuation, Risk Sensitivities: Wilmott Magazine Article
Vladimir V. Piterbarg

We study a new class of interest rate exotics, Targeted Redemption Notes, from the financial modeling prospective. We discuss issues of model selection, develop methods and techniques for valuation, and present approaches for improving numerical properties of risk sensitivities calculations.
 

 
Finite Elements and Streamline Diffusion for the Pricing of Structured Financial Instruments
Andreas Binder & Andrea Schatz

The numerical treatment of partial differential equations in computational finance started with binomial and trinomial trees, with all the drawbacks related to these approaches.
 

 
What I Knew and When I Knew It - Part 1: Wilmott Magazine Article
Ed Thorp

In a long and distinguished career, Ed Thorp has encountered many market inefficiencies. Here he shares some of his experiences.
 

 
Blackjack Ace Prediction: Wilmott Magazine Article
David McDowell

It's every quant's favorite card game. Now, isn't it time you understood it?
 

 
Statistical Arbitrage - Part III: Wilmott Magazine Article
Ed Thorp

How a STAR was born from CPUs the size of refrigerators, and proved in practice.
 

 
Statistical Arbitrage - Part II: Wilmott Magazine Article
Ed Thorp

In the late 1970s affordable, powerful computers and high quality databases were becoming more affordable, making a revolution in Finance possible.
 

 
Statistical Arbitrage - Part I: Wilmott Magazine Article
Ed Thorp

The pioneer of statistical arbitrage guides us through a typical day at the office.
 

 
Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatilities: Wilmott Magazine Article
Anatoliy Swishchuk

A new probabilistic approach is proposed to study variance and volatility swaps for financial markets with underlying asset and variance that follow the Heston (1993) model. We also study covariance and correlation swaps for the financial markets. As an application, we provide a numerical example using S&P60 Canada Index to price swap on the volatility.
 

 
'Stiff' Field Theory of Interest Rates and Psychological Future Time: Wilmott Magazine Article
Belal E. Baaquie & Jean-Philippe Bouchaud

The simplest field theory description of the multivariate statistics of forward rate variations over time and maturities, involves a quadratic action containing a gradient squared rigidity term. However, this choice leads to a spurious kink (infinite curvature) of the normalized correlation function for coinciding maturities. Motivated by empirical results, we consider an extended action that contains a squared Laplacian term, which describes the bending stiffness of the FRC. With the extra ingredient of a 'psychological' future time, describing how the perceived time between events depends on the time in the future, our theory accounts extremely well for the phenomenology of interest rate dynamics.
 

 
Why so Negative to Negative Probabilities?
Espen Gaarder Haug (The Collector)

What is the probability of the expected being neither expected nor unexpected?
 

 
Fast Valuation of a Portfolio of Barrier Options under Merton's Jump Diffusion Hypothesis: Wilmott Magazine Article
Antony Penaud

We want to price a large portfolio of barrier options when the underlying follows Merton's jump diffusion process. We do so by solving-for each barrier-the appropriate Fokker Planck equation for the risk neutral probability density function.
 

 
NAG Quant Day London 2008: Quantitative Modelling & Financial Market Dynamics
NAG, Wilmott & 7City

The Numerical Algorithms Group (NAG), Wilmott and 7city hosted a city seminar for finance industry professionals on 21st February 2008.

 

 
Portfolio Theory with a Drift: Wilmott Magazine Article
Hans-Peter Deutsch

The validity of the Markowitz approach to portfolio management, i.e., the mean/variance view on risk and return and, as a consequence, the validity of the CAPM have been questioned time and again in the literature.
 

 
'Finance Focus' event: Understanding the Financial Markets in the Subrime Era
Bill Ziemba & organised by Wilmott magazine and 7city and sponsored by d-fine

This talk is an attempt to understand the equity, commodity, currency, real estate, fixed income and other markets in 2007/8 tracing them from the mid 1990s. The speaker has been a trader, money manager and researcher since 1980 focusing on equity, commodity and currency markets. He is active in real estate and studies the impact of fixed income and interest rate markets on these areas. There is currently a mixture of sound economics moving in negative directions in real estate and the equity markets plus a large fear of the unknown from reported and unreported subprime losses.

 

 
Emerging Markets and the Virgin Investor: Wilmott Magazine Article
Rudi Bogni

Emerging markets have to be prepared for some home truths on the road to creditworthiness.
 

 
Hedge Fund Scenario Analysis
Bill Ziemba

This issue of Wilmott focuses on hedge funds so my column on scenario generation and aggregations discusses these issues in the context of the mid April 2004 stock market. There will be more on the technical aspects of the latter topic, as well as more on valuation measures, in my next two columns. I will focus on the US and SP500 index as that's the most important in the world and greatly influences other markets.
 

 
A Critique of the Crank Nicolson Scheme Strengths and Weaknesses for Financial Instrument Pricing
Daniel J. Duffy

In this article we apply the Finite Difference Method (FDM) to the Black Scholes equation. In particular, we analyse the famous Crank Nicolson method that is very popular in financial engineering. Unfortunately, the method does not always produce accurate results and it is the objective of this article to enumerate the problems and then to propose more robust finite difference schemes. More detailed accounts of the current problem can be found in Duffy 2001 and Duffy 2004.
 

 
Negative Volatility and the Survival of the Western Financial Markets
Knut K.Aase

The paper discusses situations where certain parameters are given values that are outside their natural ranges. One case is obtained when plugging in a negative value for the volatility parameter s in the Black and Scholes formula. This leads to seemingly 'new' results.
A different setting is considered related to the developments in time of biological populations. Here deterministic models lead to chaotically fluctuating population sizes, which came as a surprise to workers with population data. It is argued that the origins for the seemingly new and original results may be related.
 

 
A Quantitative Model for Asset Allocation to Hedge Funds
Hari P. Krishnan and Norman E. Mains

How much should an investor allocate to hedge funds? This is a question that has been debated for some time, but (to our knowledge) has not been adequately addressed in a systematic way.
 

 
Inference and Stochastic Volatility
Alireza Javaheri

Consider a Stochastic Volatility mode such as the Square-Root (Lewis Alan 2000) model...
 

 
Space-time Finance (Full Version) : Relativity Theory's Implications for Mathematical Finance
Espen Haug: The Collector

Little or nothing is written about relativity theory in relation to mathematical finance. I will here explore relativity theory's implications for mathematical finance.
 

 
Validation of Rating Models
Bernd Appasamy, Stefan Hengstmann, Georg Stapper, Egbert Schark

In the course of the upcoming new capital accord, Basel II, the different methodologies for the construction of internal rating models were in the center of interest within the last few years. Special attention was often put to the optimization of the discriminatory power and on statistical stability, frequently only obtainable by joining several portfolios. However, in practice it turned out that the discriminatory power itself is not a suitable measure for the quality of a rating system. Recently it became evident, that attention must be paid to the comprehensive validation of the systems just besides mature rating methodologies (Bundesbank 2003).
 

 
Stochastic Volatility Membrane
Kirill Ilinski & Oleg Soloviev

All practical solutions in pricing and hedging exotic derivatives rely heavily on realistic modelling of implied volatility surfaces. Here we suggest an easily implementable multifactor stochastic volatility model, which treats the local volatility surface dynamics as deformations of a two-dimensional membrane subjected to local stochastic shocks. The model uses a small number of parameters, which can be directly estimated from historical data and is calibrated to prices of European derivatives by construction.
 

 
Pricing CMS Spread Options and Digital CMS Spread Options with Smile: Wilmott Magazine Article
Mourad Berrahoui

This document deals with the smile of spread options in the Black framework. The price of spread options is sensitive to the entire smile of both underlyings. The classical approach uses the Black model without smile. For each underlying, the corresponding at-the-money volatility is taken. This approach ignores the effect of the smile and this is even more of a problem when we deal with digital options, as in this case there is a smile effect caused directly by the slope of the smile.
 

 
Can you count on your correlation matrix? : Finance Focus
Nicholas J Higham: University of Manchester

Correlation matrices play a fundamental role in portfolio selection. However they are often constructed from incomplete or inaccurate data and consequently need manipulating so as to make them satisfy the mathematical properties required of a correlation matrix. I will give a brief survey of the properties of correlation matrices and explain some simple tests that reveal when a matrix is not a correlation matrix. Then I will describe how to find the nearest correlation matrix to a given matrix, emphasizing the computational aspects. Finally, current research concerning a certain specially structured correlation matrix will be mentioned.
 

 
An Analysis of Pricing Methods for Baskets Options
Martin Krekel, Johan de Kock, Ralf Korn and Tin-Kwai Man

This paper deals with the task of pricing basket options. Here, the main problem is not path-dependency but the multi-dimensionality which makes it impossible to give exact analytical representations of the option price. We review the literature and compare six different methods in a systematic way. Thereby we also look at the influence of various parameters such as strike, correlation, forwards or volatilities on the performance of the different approximations.
 

 
Timing the Smile: Wilmott Magazine Article
Jean-Pierre Fouque, George Papanicolaou, Ronnie Sircar and Knut Sølna

Within the general framework of stochastic volatility, the authors propose a method, which is consistent with no-arbitrage, to price complicated path-dependent derivatives using only the information contained in the implied volatility skew. This method exploits the time scale content of volatility to bridge the gap between skews and derivatives prices. Here they present their pricing formulas in terms of Greeks free from the details of the underlying models and mathematical techniques.
 

 
A Perfect Calibration! Now What?: Wilmott Magazine Article
Wim Schoutens, Erwin Simons & Jurgen Tistaert

We show that several advanced equity option models incorporating stochastic volatility can be calibrated very nicely to a realistic option surface. More specifically, we focus on the Heston Stochastic Volatility model (with and without jumps in the stock price process), the Barndorff-Nielsen-Shephard model and Lévy models with stochastic time. All these models are capable of accurately describing the marginal distribution of stock prices or indices and hence lead to almost identical European vanilla option prices. As such, we can hardly discriminate between the different processes on the basis of their smile-conform pricing characteristics. We therefore are tempted applying them to a range of exotics. However, due to the different structure in path-behaviour between these models, the resulting exotics prices can vary significantly. It motivates a further study on how to model the fine stochastic behaviour of assets over time.
 

 
Software issues in wavelet analysis of financial data: Finance Focus lecture
Robert Tong - NAG Ltd

Wavelet Multiresolution Analysis (WMA) is a technique that is widely applied in many areas of data processing, including financial time series. By revealing the structure of the data at multiple scales, the results of WMA can be used to challenge or confirm underlying assumptions of market models. In many cases, the software used to compute the analysis will have been provided by a third party. The requirements this imposes on the design and implementation of such software are examined, together with possible limitations which need to be taken into account by the user. An important consideration is the desirability for consistent output to be produced by different implementations of the wavelet algorithms, to enable valid comparisons to be made. The needs of users to choose an appropriate wavelet basis and produce results relevant to their application must be translated into efficient software in terms of scalability and the pre- and post-processing of data sets. These issues are illustrated with reference to applications such as Foreign Exchange pricing.
 

 
Option Pricing Under Stochastic Volatility with Incomplete Information: Wilmott Magazine Article
Mondher Bellalah & Sana Mahfoudh Besbes

Options are analyzed and valued in the context of Merton's (1987) "Simple Model of Capital Market Equilibrium with Incomplete Information". We show now the derivation of the partial differential equation for options in the presence of shadow qcosts of incomplete information and stochastic volatility. We illustrate our approach by specific applications and show the dependancy of the option price on information and stochastic volatility. Then, we introduce information costs in a general diffusion model for asset prices which allows the description of stochastic volatility in an incomplete market. As in Norbert, Platen and Schweizer (1992), we show that the investor's choice of the minimal equivalent martingale measure is not changing, but the process of the price of the asset depends on incomplete information.
 

 
Singular perturbation problems arising in mathematical finance: fluid dynamics concepts in option pricing.
Peter W Duck - University of Manchester - Finance Focus sponsored by NAG

Singular perturbation theory is a widely used tool in a number of areas of physical applied mathematics, including fluid dynamics. The basic requirement for this technique (which will be outlined in the presentation) is for a differential system in which the highest-order derivative is multiplied by a small parameter. In the case of the Black-Scholes equation, the highest-order derivative (i.e. the gamma) is multiplied by the square of the volatility. Given that numerical values of the volatility are invariably small, conditions are ripe for the use of singular perturbation methods. It is shown how these lead to trivial solutions in much of parameter space, with different regions separated by thin smoothing regions (akin to 'shear layers' in the terminology of fluid dynamics). The procedure is first described for single-underlying option pricing problems (including barrier and early-exercise options), and then for multi-underlying options. Comparisons with exact solutions reveal that excellent approximations can be achieved, whilst at the same time the procedure gives added insight into the solution-space topology. Finally it is illustrated how the technique has the potential to provide the basis for effective evaluations of implied volatilities (and correlation coefficients).
 

 
A Million Dollars for Mathematics Part III: Wilmott Magazine Article
Ed Thorp

The final part of an experiment in the power of compounding.
 

 
The Optimal Capital Structure of Depository Institutions: Wilmott Magazine Article
Ruben D.Cohen

We derive here a fundamental model for the capital structure of depository institutions. The derivation centres on the basic Modigliani-Miller methodology, but instead of using a constant EBIT, as classically done for corporate firms, it implements a variable one, which hinges on the interest earnings from the asset-based loans made to the borrower. Following this, the effect of risk and credit spreads of both, the lender and borrower, are introduced and the impact of leverage on certain basic ratios, in particular the return on equity, is assessed. The outcome of this work is twofold. Firstly, it highlights some of the main differences that exist between the treatment of the capital structure of corporate firms and depository institutions. And, secondly, it demonstrates that the optimal capital structure of a depository institution is not as easily identifiable as that of a corporate?s. The reasons for this include, among others, (i) the existence of regulatory capital restrictions, (ii) an inter-dependence between the borrower and the lender and (iii) a dramatic change in the behaviour of the return on equity with respect to leverage when risks and credit spreads of both, lender and borrower, are accounted for.
 

 
A Million Dollars for Mathematics Part II: Wilmott Magazine Article
Ed Thorp

When I invited Bill Sharpe to lecture at the University of California at Irvine in 1975, he pointed out to me the arithmetic of active investing: that active investors collectively achieve the market return before costs and so after costs each cost-efficient passive investor will outperform the average active investor by 2 per cent or so. Bill Sharpe and I met earlier when he taught at UCI for a couple of years in the late ?60s. Unfortunately for UCI, it let Stanford capture him. Had they retained him, the campus likely would have scored its first faculty Nobel Prize in 1990, in addition to the two received.
 

 
History of Monte Carlo Methods - Palisade Conference: Audio Podcast
Paul Wilmott

Earlier this year, Paul Wilmott gave the keynote speech at the Palisade Conference in exotic Heathrow (Monte Carlo itself has gone terribly downmarket of late, dahlings).

This speech is now available as an audio podcast. Palisade incorporate Monte Carlo simulation tools as part of their powerful risk analysis software.
 

 
Wilmott Magazine Article: The Case for Time Homogeneity
Philippe Henrotte

Departure from time homogeneity may be the sign of serious modelling deficiency.

We show with three important examples that it is possible to calibrate parsimonious.
 

 
Wilmott Magazine Article: Accurate Early Exercise Free Boundaries for American Puts
Toufic Abboud & Yunzhi Zhang

We present a numerical method for computing the free boundary problem for the American Put. A change of variable at each time step transforms the free boundary problem into a fixed one so that a mesh, that is refined near the "free boundary" is build once for all. We prove the accuracy of our numerical scheme with several examples.
 

 
Wilmott Magazine Article: No Fear of Jumps
Y. d'Halluin, D.M. Pooley, P.A. Forsyth

Jump diffusion based models have recently increased in popularity. In this article, we develop robust and efficient techniques for the numerical solution of option pricing.

 

 
The Scandal of Prediction: Audio podcast
Nassim Nicholas Taleb (Finance Focus sponsored by d-fine)

Nassim Nicholas Taleb is an applied statistician, essayist, and mathematical trader. He is interested in the epistemology of randomness and the multidisciplinary problems of uncertainty and knowledge, particularly in the large-impact, hard-to-predict rare events ("Black Swans"). Taleb held senior trading positions with trading houses in New York and London and operated as a floor trader before founding Empirica LLC. His degrees include an MBA from the Wharton School and a Ph.D. from the University of Paris. He is currently Dean's Professor in the Sciences of Uncertainty at the University of Massachusetts at Amherst. His works have been translated into 19 languages.
 

 
Wilmott Magazine Article: Pricing Cross-Currency Convertible Bonds with PDE
Nabil Ouachani and Yunzhi Zhang

In a finite element framework, we analyze the pricing of cross-currency convertible bonds where the underlying share is denominated in a currency foreign to the convertible bond issue. Especially of interest are the cases where this two-dimensional problem cannot be reduced to one dimension.

 

 
Finance Focus With Aaron Brown: That's No Way to Run an Economy
Wilmott & 7city

The basic problem of economics is to take a given set of assets, skills and preferences for a group and organize the optimal activities according to some preference aggregation function. The field of finance is responsible for designing tools to help in this process. Money is an early tool. You assign a weight to every input and potential output, and ask each member of the group to do a one-dimensional linear local optimization. You shower all good things on the members who do this well, and grind the ones who do it badly into misery. The results of these local optimizations feed back into the weight assignments which makes the process high dimension and nonlinear, even though individuals only have to solve univariate linear problems. The approach works well when things are smooth and there a unique global optimum, but if not it can be unstable or get stuck in unpleasant local optimums. Central planning is a tempting approach to mathematical modelers because in principle it can solve the global multidimensional nonlinear problem. It allows the organization of activity to be solved independently of the distribution of outputs, less showering, less misery. It has a reputation for failure, but perhaps with recent advances in applied mathematics combined with more powerful computers it could now outperform money. The game of poker is another approach and I will argue it was responsible for more economic progress in the 19th century than the money economy and that it has popped up in interesting ways at key points of the 20th century. Derivatives trading, which evolved from poker games, is another approach. Rather than have lots of people solve low-dimensional linear local problems, it asks a small group of people to solve higher dimensional nonlinear global problems. The feedback loop is multidimensional and also higher frequency than with money. Showering of good things and misery are still allocated according to optimization skills, and in an exaggerated manner, but only for the trading group. I will discuss the pros and cons of these approaches from the standpoint of mathematical programming (i.e. considerations of social justice, human happiness and morality were reserved for post-talk drinks).

 

 
Phi-alpha Optimal Portfolios and Extreme Risk Management: Wilmott Magazine Article
R. Douglas Martin, Svetlozar (Zari) Rachev, Frederic Siboulet

We introduce a practical alternative to Gaussian risk factor distributions based on Svetlozar Rachev's extensive work on Stable distributions in Finance (see Rachev and Mittnik, 2000), and called the  Paradigm..

 

 
Volatility Forecasting, Option Trading and CrashMetrics
Paul Wilmott

Lecture presented at the IQPC Correlation Trading Conference, London, April 2006: a stochastic volatility model based on data, confidence intervals, how to dynamically hedge to exploit arbitrage opportunities, diversification, market crashes, CrashMetrics and insuring your portfolio.
 

 
Stochastic Volatility and Mean-variance Analysis
Hyungsok Ahn, Paul Wilmott

Stochastic volatility models usually lead to a linear option pricing equation containing a market price of risk term. This term is the source of endless problems and argument.

 

 
Asian Pyramid Power
Espen Haug & 7city

Espen Haug's lecture on Asian Pyramid Power can be seen inside, once you are logged in. (You will be asked to download WebEx software.)

 

 
The Binomial Method Lecture
Paul Wilmott & 7city
'The demand for education in quantitative finance has never been greater, however, the ability to supply a high-quality program to satisfy that demand is as limited as ever. In putting together this Certificate we are aiming to be the best. We have focused on finding the most experienced lecturers, and the most relevant and up-to-date content. This is then provided in the most convenient and accessible manner.'

The course is delivered in London and live over the internet.

Find out more about the program, sign up for the CQF Open Day, and watch a lecture on ' The Binomial Method. '

 

 
CQF Open Day Presentation
Paul Wilmott & 7city

We occasionally hold CQF open evenings for potential applicants and all interested parties. A presentation by Paul Wilmott to introduce the CQF, is followed by an opportunity to discuss the certificate in more detail with some of the course directors. If you would like to attend the open evening, please contact 7city client services, telephone +44 (0) 20 7496 8600 or email clientservices@7city.com if you would like to attend.

If you are not able to attend an Open Evening, why not watch it on the web? A recording is now available allowing you to hear and see Dr Paul Wilmott give an overview of the CQF program, what it is, how it's delivered, who lectures and the reasons for taking it.

 

 
Table Stakes: Wilmott Magazine Article
Aaron Brown

Aaron Brown looks at the curious evolution of Poker.

Aaron's book "The Poker Face of Wall Street" has recently been published by Wiley. The book is available in the bookshop and is under discussion in the Forum.

 

 
PWOQF2 - Paul Wilmott On Quantitative Finance, Second Edition Launch
Wilmott Team

Now in three volumes,the launch of the second edition of Paul Wilmott On Quantitative Finance. The second edition of Paul Wilmott On Quantitative Finance,was launched in London in late January. The new edition provides a thoroughly updated look at derivatives and financial engineering, published by Wiley in three volumes with additional CD-ROM. The event, organised by Wiley and sponsored by ITO33, 7City and Xenomorph, was a great success with games of chance aplenty including roulette tables and a lucky draw. Proceeds from the evening went to UK mental health charity MIND.
 

 
Finance Focus Recording With Andreas Binder - Can You Feel the Heat? Inverse Problems in Finance
Andreas Binder - Sponsored by UnRisk, d-fine and 7city

Calibration - or parameter identification - in computational finance is an inverse problem, which is typically ill-posed in the sense of Hadamard, this means that arbitrarily small perturbations or noise in the data may lead to arbitrarily large changes in model parameters if this type of problem is not handled carefully. We describe some model problems from engineering applications and from finance and show the common difficulties. We present the basic (and some advanced) concepts of regularization techniques like Tikhonov regularization or Landweber iteration. Examples show the key features of regularization and its limitations.

Sponsored by UnRisk, www.unriskderivatives.com, d-fine, www.d-fine.co.uk, and 7city,  www.7city.com.

 

 
Hedge Fund Risk, Disasters and Their Prevention: Wilmott Magazine Article
Bill Ziemba

The funds that were meant to suck, metaphorically.

 

 
Wilmott Magazine Article: How to Avoid a Hedging Bias
Antje Mahayni

Hedging strategies for derivatives which are considered in theory and applied in practice are understood to perform self-financing and to duplicate the final payoff. Of course, this is only valid with respect to an assumed model, called "hedging model", which specifies a set of postulates about the evolution of the underlying stock prices.

 

 
Wilmott Magazine Article: Option Pricing with Jumps
Artur Sepp & Igor Skachkov

This paper discusses European option pricing under various discontinuous conditions: option and underlying prices as well as volatility and drift coefficients experience breaks. We consider vanilla and double-barrier options under double-exponential jump diffusion model with jump drift and jump volatility. Our approach consists in applying Laplace transform directly to the pricing equation with further computing option prices and risk parameters via numerical inversion of their Laplace transforms. We focus on simple close-form and quasi-close-form solutions.

 

 
Close Form Pricing of Plain and Partial Outside Double Barrier Options: Wilmott Magazine Article
Pradipto Banerjee

Outside Double Barrier Options are two-asset options where the payoff is defined on one asset and the barrier is defined on another asset. This paper gives the formulas for Outside Double Barrier Options where the barrier is either plain or partially monitored at the front, rear and middle. Since the corresponding Outside Single Barrier Options prices can be written down by taking the corresponding upper (lower) barrier to infinity (zero), the formulas in this paper can be also used as a reference for Outside Single Barrier Options. Crude approximations for the discretely observed barrier cases are also discussed.

 

 
A Million Dollars for Mathematics: Wilmott Magazine Article
Ed Thorp

My wife Vivian and I are offering the University of California, where I taught for many years, one million dollars to endow a chair in mathematics at the Irvine campus.
 

 
Heston's Stochastic Volatility Model Implementation, Calibration and Some Extensions: Wilmott Magazine Article
Sergei Mikhailov, Ulrich Nögel

The paper discusses theoretical properties, shows the performance and presents some extensions of Heston's (1993) stochastic volatility model. The model proposed by Heston extends the Black and Scholes (1993) model and includes it as a special case. Heston's setting take into account non-lognormal distribution of the assets returns, leverage effect, important mean-reverting property of volatility and it remains analytically tractable.
 

 
The Pricing of Asian Options on Average Spot with Average Strike
Martin Krekel

Asian Options, also known as "Average Options", are options whose payments at maturity depends on a-in real world-discretely monitored average of stock prices. There are two basic types of Asian Options: Fixed Strike Options (syn. Average Price Options, Average Rate Options) and Floating Strike Option (syn. Average Strike Options). The first type pays at maturity the difference-if positive-between some arithmetic mean of the stock and a predetermined strike price. The second type pays at maturity the difference-if positive-between the arithmetic mean and the stock price at maturity. Asian Options are normally European-style options. It is not possible to derive an (exact) closed-form solution in the Black-Scholes model, since the sum of log-normally distributed random variables is not log-normal.

 

 
What is the Interest Rate in Hell?: Wilmott Magazine Article
Aaron Brown

Pulp fiction may not seem a natural place to find nuggets of economic thought but Jim Thompson's work contains some financial gems worth examining.

 

 
The Martingale Optimality Principle: The best you can is good enough: Wilmott Magazine Article
Ralf Korn

The word martingale is definitely among the most used words in mathematical finance, a fact which is due to the fundamental importance of martingale measures in connection with option pricing. However, this subject will not be touched here. The area of application where this article is centered around is not pricing but optimal behaviour of an individual at a financial market or at any area where decisions about control actions have to be taken such as looking for optimal investment strategies, steering an airplane in an efficient way, or searching for the optimal velocity of a production line.

 

 
Curved Barriers and Default: Wilmott Magazine Article
Holger Kraft

Assuming a Gaussian interest rate model explicit formulae for barrier derivatives with a discounted boundary are proved. These formulae are applied to derive the pricing equation for a defaultable bond.

 

 
Gambling and Investment Hedge Fund Concepts II
Bill Ziemba

How to lose money in derivatives, oh and how to make it fast too.

 

 
Sovereign Debt Default Risk: Quantifying the (Un)Willingness to Pay by
Ephraim Clark

The creditworthiness of a corporate borrower depends, for all practical purposes, on its ability to pay. Sovereign borrowers generally have the power to unilaterally abrogate contractual obligations, and, thus, besides the ability to pay, their creditworthiness depends on the government's willingness or unwillingness to pay even if it has the ability.

 

 
Rapid Computation of Drifts in a Reduced Factor LIBOR Market Model : Wilmott Magazine Article
Mark S. Joshi

The LIBOR market model for the pricing of exotic-interestrate derivatives has become very popular in recent years. It is the most sophisticated and complicated model for pricing interest-rate derivatives which is in widespread use. Whilst the theory underlying the model is not particularly hard, implementing and calibrating the model in an efficient manner is tricky.
 

 
Finance Focus recording with Dominic Connor - C++ with Confidence
Wilmott magazine, 7city, sponsored by d-fine - presented by Dominic Connor

'Finance Focus' event organised by Wilmott magazine and 7city and sponsored by d-fine presented by Dominic Connor.
 
All that you don't know about C++, but were afraid that someone might ask. If you're an experienced C++ developer then this seminar will help you judge how good you really are.
 

 
The Collector - Know Your Weapon - Part 1: Wilmott Magazine Article
Espen Gaarder Haug

Trading options is War! For an option trader a pricing or hedging formula is just like a weapon. A soldier who has perfected her pistol shooting can beat a guy with a machine gun who doesn't know how to handle it. Similarly, an option trader knowing the ins and outs of the Black-Scholes-Merton (BSM) formula can beat a trader using a state-of-the-art stochastic volatility model.
 

 
Filtering in Finance: Wilmott Magazine Article
Alireza Javaheri, Delphine Lautier, Alain Galli

In this article we present an introduction to various Filtering algorithms and some of their applications to the world of Quantitative Finance. We shall first mention the fundamental case of Gaussian noises where we obtain the well-known Kalman Filter.

Because of common nonlinearities, we will be discussing the Extended Kalman Filter

 

 
Finance Focus Recording With Elie Ayache, ITO33 - The Non-Greek Non-foundation of Derivative Pricing
Wilmott magazine, 7city and sponsored by d-fine, presented by Elie Ayache of ITO33

'Finance Focus' event organised by Wilmott magazine and 7city and sponsored by d-fine presented by Elie Ayache of ITO33:

How can derivative pricing be founded when the derivative pricing models all rely on a fixed collection of states of the world (e.g. values of the underlying, or other state variables) and the subsequent trading of those derivatives in fact never stops expanding the collection of states of the world? For instance, Black-Scholes assumes the underlying as sole state variable, yet trading options with Black-Scholes will almost certainly create new states of the world, i.e. stochastic implied volatility. Like all the sciences falling under the umbrella of the metaphysics of presence, option pricing theory cannot avoid this schema. There can be no foundation without presence. Yet the bigger picture of derivative pricing-AND-trading (in other words, the full story of calibration AND recalibration) is here to teach us that there is a non-foundation below the foundation, what we would call, following Derrida, the "non-Greek" non-foundation. Once we start looking at the derivatives from a non-foundational, i.e. deconstructed, point of view, it might appear to us that they are less derivative and more primordial to our overall understanding of the market than we think.

About Elie Ayache: Elie Ayache graduated from Ecole Polytechnique in 1987. He then held a position at Banque Indosuez in Paris as one among the first option traders on the floor of MATIF. In 1990, Elie, co-founded Transoptions Finance, a subsidiary of Credit Agricole, which specialised in option market making. He personally stood on the floor of LIFFE, in the Bund option pit, until 1995. From 1996 to 1998, Elie headed the R&D of Dexia Asset Management in Paris, where he developed derivatives pricing models. In 1998, Elie created ITO33, a software company specialising in mathematical models and numerical solutions for derivative instruments, particularly Convertible Bonds and volatility smiles.

 

 
Hedge Fund Concepts and a Typical Trade: Wilmott Magazine Article
Bill Ziemba

In the first of three columns focusing on hedge funds, general ideas, types of fund and a successful trade are discussed.
 

 
The Distribution of Stock Price Changes - Part Two: Wilmott Magazine Article
Ed Thorp

Further discussion of the use of the integral model to accommodate mispricing.
 

 
Good and Bad Properties of the Kelly Criterion
Bill Ziemba

If your outlook is well extended, the Kelly criterion is the approach best suited to generating a fortune.
 

 
Alternative Large Risks Hedging Strategies for Options
F. Selmi & J.P. Bouchaud

As soon as one accepts abandoning the zero-risk paradigm of Black-Scholes, very interesting issues concerning risk control arise because different definitions of the risk become inequivalent. Optimal hedges then depend on the quantity one wishes to minimize. We show that a definition of the risk more sensitive to the extreme events generically leads to a decrease both of the probability of extreme losses and of the sensitivity of the hedge on the price of the underlying (the 'Gamma'). Therefore, the transaction costs and the impact of hedging on the price dynamics of the underlying arereduced when using this alternative hedge.

 

 
Volatility in Disguise: How to add pricing libraries for short rate models into a VaR system: Finance Focus
Andreas Binder

The speaker at the January 2005 Finance Focus (the free evening seminars for quants professionals, held by Wilmott and 7city) was Andreas Binder of MathConsult.
The presentation was held at the Financial World Bookshop on Bishopsgate and was titled "Volatility in Disguise: How to add pricing libraries for short rate models into a VaR system". 

This event was sponsored by
d-fine and UnRisk.
 

 
Convexity Conundrums: Pricing CMS Swaps, Caps, and Floors*
Patrick S. Hagan

I'm sure we've all been there: We're in hot competition with another bank over a deal. As the deal evolves, our trading team starts getting pushed around the market, and it dawns on us that the other bank's pricing is better than ours, at least for this class of deals. We could fix this problem by inventing a universal method for achieving the best possible prices for all deal types. That topic will be covered in a future column, next to the column on Elvis sightings. Here we focus on a single class of deals, the constant maturity swaps, caps, and floors. We develop a framework that leads to the standard methodology for pricing these deals, and then use this framework to systematically improve the pricing.

 

 
On Exercising American Options: The Risk of Making More Money Than You Expected: Wilmott Magazine Article
Hyungsok Ahn and Paul Wilmott

The price of an American option is dictated by the concept of optimal, exercise. But optimal is defined from the perspective of the option writer, who is assumed to be able to delta hedge. This theory for when to exercise the option is well known. However, buyers of American options may, and do, exercise early or late for a variety of reasons.
 

 
The Distribution of Stock Price Changes - Part One: Wilmott Magazine Article
Ed Thorp

When long-distance running in Berkeley met the empirical distribution of asset returns.
 

 
The Xenomorph Finance Focus recording
Brian Sentance

What the spreadsheet said to the database, just before the regulator shut down the trading floor...

Brian Sentance, of Xenomorph Software, talks about his experience in the area of pricing model integration and derivatives data management, in particular focusing on some recent R&D work that Xenomorph have undertaken to look at bringing the best of spreadsheet and database technology together.

 

 
Fooled by Randomness lecture
Nassim Nicholas Taleb

On 28th June 2004 NNT gave a Finance Focus lecture on his book 'Fooled by Randomness.' This event was held at the Financial World Bookshop and sponsored by Wilmott magazine, d-fine and 7city. Nassim Taleb is an essayist principally concerned with the problems of uncertainty and knowledge. Taleb's interests lie at the intersection of philosophy, mathematics, finance, literature, and cognitive science but he has stayed extremely close to the ground thanks to an uninterrupted two-decade career as a mathematical trader. Specializing in the risks of unpredicted rare events ("black swans"), he held senior trading positions in New York and London before founding Empirica LLC, a trading firm and risk research laboratory. Taleb is a fellow at the Courant Institute of Mathematical Sciences of New York University where he has been teaching a class on the failure of models since 1999. His degrees include an MBA from the Wharton School and a Ph.D. from the University of Paris Dauphine. Fooled by Randomness has been published in 14 languages and the author's ideas on skeptical empiricism have been covered by hundreds of articles around the world. Since childhood, Taleb has been obsessed with the defects of his own thinking. In addition to his scientific and literary interests, Taleb enjoys cafe lounging and museum hopping.
 

 
Common Correlation and Calibrating the Lognormal Forward Rate Model
Carol Alexander

This paper examines some challenging problems for calibrating the lognormal forward rate (LFR) model. For interest rate options, the calibration of forward rate correlations to the swaption implied volatility surface requires careful selection of a parametric form, otherwise over-fitting can produce prices that are unstable over time.
 

 
Pictures of Learning: Wilmott Magazine Article
Kent Osband

Time to calculate 'the weight of the evidence' and apply the concept to solve particularly tricky market mysteries.
 

 
Monopoly 101 - Part Two: Wilmott Magazine Article
Aaron Brown

In the second part of this study of the world's favorite boardgame, firing up the great engine of Monopoly.

 

 
Monopoly 101: Wilmott Magazine Article
Aaron Brown

The board game can teach us about a lot more than just the untrustworthiness of friends and family. Read well, or else do not pass go, and do not collect $100...
 

 
... And Justice For All!: Wilmott Magazine Article
Ralf Korn

Justice between living people is already very hard to obtain, but justice between generations seems to be impossible. In this article we propose the idea of value preservation as a guarantee for intergenerational justice.
 

 
What I Knew and When I Knew It Part 3: Wilmott Magazine Article
Ed Thorp

From the early years of options markets the world's first american put curves to the present day.
 

 
First To Default Swaps: Wilmott Magazine Article
Antony Penaud & James Selfe

Default dependence is one of the biggest issues in quantitative finance at the moment. One of the most popular products in which default dependence occurs is the first to default swap. In this short article we are going to review different pricing methodologies for this product.
 

 
From Floating Points to Binomial Trees: Wilmott Magazine Article
Mike Staunton

In my previous column, I looked at the precision of Excel functions, in particular the NORMSDIST function.

Now I will look at how Excel copes with very large numbers.
 

 
Equity-to-Credit: the Death of the Implied Volatility: Finance Focus - Apr 2004
Philippe Henrotte

The speaker at the April Finance Focus (the free evening seminars for quants professionals, held by Wilmott and 7city) was Philippe Henrotte from
ITO33. The presentation was held at the Financial World Bookshop on Bishopsgate and was titled "Equity-to-Credit: the Death of the Implied Volatility". 

This event was sponsored by
d-fine.
 

 
The Relationship Between Implied and Realized Volatility of SP500 Index: Wilmott Magazine Article
Jinghong Shu & Jin E. Zhang

This paper studies the relationship between implied and realized volatility by using daily S&P 500 index option prices over the period between January 1995 and December 1999.

In particular, we want to test the how different measurement errors affect the stability of this relationship.

 

 
Finformatics - Bayes' Rule In Action: Wilmott Magazine Article
Kent Osband

Martha Stewart beware! This instalment of the Reverending (sic) story revisits our robotic coin tossing friend and really puts Bayes through his paces.

 

 
Taken to the Limit: Simple and Not-so-simple Loan Loss Distributions
Philipp J. Schönbucher

Formulae for the distribution of the losses of a loan portfolio that are both realistic and simple enough to be implemented in a spreadsheet are hard to come by. The most prominent example is the Vasicek (1987) formula which is based upon a simplified version of the multivariate Merton (1974) model.

Using an algorithm from the theory of Archimedean Copula functions, this paper gives some more limiting loss distributions which are driven by random variables with different dependency structures.
 

 
The Capital Growth - The Theory Of Investment: Part 2: Wilmott Magazine Article
Bill Ziemba

Using the Kelly criterion for betting on favorable (unpopular) numbers in lotto games - even with a substantial edge and very large payoffs if we win - the bets are extremely tiny because the chance of losing most or all of our money is high.

 

 
Next Generation Models for Convertible Bonds with Credit Risk: Wilmott Magazine Article
E.Ayache, P.A.Forsyth, K.R.Vetzal

Convertible bonds are hybrid securities which offer equity-like returns when the share of the issuing firm is strong, yet behave like conservative fixed-income investments when the stock market is either stagnant or negative.
 

 
We Happy Few: Wilmott Magazine Article
Gustavo Bamberger

Not many people seem to realize what an optimistic, life-affirming bunch we economists are. And by relying on economists' happy worldview, we might just be able to improve corporate governance.
 

 
Geniuses: Society's Outliers?: Wilmott Magazine Article
Rudi Bogni

Rudi Bogni discusses our sad lack of appreciation for those that most shape our destinies.
 

 
The Relationship Between the Equity Risk Premium, Duration and Dividend Yield: Wilmott Magazine Article
Ruben D.Cohen

Based on the fundamental equations of equity valuation, we derive here the relationship between the equity risk premium, duration and dividend yield. Aside from providing a logical foundation for the difference between the ex-ante and ex-post measures of the risk premium, the work leads to other outcomes, namely, but not specifically, (1) that the current, effective dividend policy is a signalling process, conveying information on expected profits, (2) an alternative valuation relation, stemming from the above-mentioned dividend policy, (3) another proof to the notion that the forward-looking equity risk premium is the expected dividend yield and, finally, (4) a straightforward, analytical explanation for the dividend puzzle, as well as for the observed decline in both, the dividend yield and the forward-looking equity risk premium.
 

 
Adjusters: Turning Good Prices into Great Prices: Wilmott Magazine Article
Patrick S.Hagan

I'm sure we've all been there: We need to price and trade an exotic derivative, but because of limitations in our pricing systems, we cannot calibrate on the 'natural set' of hedging instruments. Instead we have to calibrate on some other set of vanilla instruments, which provide only a poor representation of the exotic. Consequently, our prices are questionable, and if we are bold enough to trade on these prices, our hedges are unstable, chewing up any profit as bid-ask spread. Here we discuss how to get out of these jams by using 'adjusters', a technique for re-expressing the vega risks of an exotic derivative in terms of its 'natural hedging instruments.' This helps prevent unstable hedges and exotic deal mismanagement, and, as a side benefit, leads to significantly better pricing of the exotic.
 

 
Half as Many Cheers - The multiplier reviewed: Wilmott Magazine Article
Markus Leippold & Paolo Vanini

The financial industry puts the Basle Committee under strain to align regulatory capital with economic capital. This could be reached by allowing more flexibility in the choice of risk measure for regulatory reporting. Markus Leippold and Paolo Vanini show that if banks could use the theoretically more sound risk measure of Expected Shortfall, the three cheers of Stahl (1997) would be reduced to exactly half as many cheers. This would substantially decrease the regulatory capital in most cases.
 

 
From Manchester to Microsoft: Wilmott Magazine Article
Mike Staunton

Second in a series on the implementation of valuation models and how to avoid insanity.
 

 
When God Changes His Dice: Wilmott Magazine Article
Kent Osband

For all his genius, Einstein never accepted the uncertainty inherent in quantum theory."  I just cannot believe that God would choose to play dice with the universe," he said. This statement endeared Einstein to modern physicists more than anything else he ever said, because it gave even the lowliest grad student an opportunity to feel brighter and less dogmatic than Einstein.

 

 
The One
Wilmott Team

And the Nobel Prize for Prescience goes to... Wilmott Magazine. As you are all no doubt aware, one of this year's winners of the Bank of Sweden Prize in Economic Sciences in Memory of Alfred Nobel is Robert F Engle.

We aren't ones to bask in reflected glory and don't wish to detract from the ARCH-economist's achievement, but in the May 2003 issue of Wilmott we did indeed predict that such a thing would come to pass. So permit us to spruce up our own set of laurels and present for your consideration the story that allows us now to say, we told you so...

 

 
Cliquet Options and Volatility Models: Wilmott Magazine Article
Paul Wilmott

Cliquet options are at present the height of fashion in the world of equity derivatives. These contracts, illustrated by the term sheet below, are appealing to the investor because of their protection against downside risk, yet with significant upside potential. Capping the maximum, as in this globally floored, locally capped example, ensures that the payoff is never too extreme and therefore that the value of the contract is not too outrageous.
 

 
What I Knew and When I Knew It - Part 2: Wilmott Magazine Article
Ed Thorp

Ed looks back to the creation of the world's first market-neutral hedge fund and pre-empting Black-Scholes.
 

 
Knock-in/out Margrabe: Wilmott Magazine Article
Espen G. Haug and Jørgen Haug

In this paper we push the Black-Scholes-Merton (BSM) formula to the limit by using it to value exchange-one-asset-for-another options with knock-in or knock-out provisions that depend on the ratio of the two asset prices. These option contracts are relevant to investors and traders concerned with the relative performance of securities, and they crop up in M&As.
 

 
The Unbearable Lightness of Cross-Market Risk: Wilmott Magazine Article
Aaron Brown

Common assumptions could mean disaster for effective risk management writes Aaron Brown.
 

 
The Capital Growth - The Theory Of Investment: Part 1: Wilmott Magazine Article
Bill Ziemba

The use of log utility dates at least to the letters of Daniel Bernoulli more than two hundred years ago.The idea that additional wealth is worth less and less as it increases and this utility tails off proportional to the level of wealth is very reasonable to many students of investment.  On the surface,this utility function seems safe for investing. However, I shall argue that log is the most risky utility function one should ever consider using and it is most dangerous.
 

 
Introducing Variety in Risk Management: Wilmott Magazine Article
Fabrizio Lillo, Rosario N. Mantegna, Jean-Philippe Bouchaud and Marc Potters
"Yesterday the S&P500 went up by 3%". Is this number telling all the story if half the stocks went up 5% and half went down 1%? Surely one can do a little better and give two figures, the average and the dispersion  around this average, that two of us have recently christened the variety.
 

 
Patently Ridiculous?: Wilmott Magazine Article
Dan Tudball

The subject of patenting applications of mathematical algorithms raises a number of questions, philosophical, ethical and also basic issues of good business sense. Dan Tudball reports.
 

 
Espen Gaarder Haug's Finance Focus talk on "Asian Pyramid Power"
Wilmott, 7City & d-fine


Magazine Subscribers Only

Espen Gaarder Haug's Finance Focus talk on "Asian Pyramid Power" at the Financial World Bookshop can now be seen by magazine subscribers inside the dedicated magazine area on wilmott.com. Once in the magazine area, scroll down to the latest Epsen Gaarder Haug article where you will find the link.

Once again we would like to thank 7city

 

 
Certificate in Quantitative Finance: Wilmott and 7city Learning
Paul Wilmott

"The demand for education in quantitative finance has never been greater, however, the ability to supply a high-quality program to satisfy that demand is as limited as ever. In putting together this Certificate we are aiming to be the best. We have focused on finding the most experienced lecturers, and the most relevant and up-to-date content. This is then provided in the most convenient and accessible manner."

The course is delivered in London and live over the internet.

Find out more about the program, sign up for the CQF Open Day, watch a lecture on 'The Binomial Method' and download the full brochure in pdf format.

 

 
Measuring Country Risk as Implied Volatility: Wilmott Magazine Article
Ephraim Clark

Investment in emerging markets has become a prominent feature of the financial globalization sweeping the world. Besides market risk, however, investments in emerging markets are also exposed to political phenomena that are not generally present in the more developed economies.

The Mexican peso crisis and the Asian economic
meltdown are two of the more spectacular examples.This problem is well known to banks and multinational companies by the name of country or political risk and, although assessment techniques in these domains are relatively well developed, they are not really adapted to economic and financial risk management.

 

 
A Look in the Antimatter Mirror: Wilmott Magazine Article
The Collector, Espen Gaarder Haug

Take a look at yourself in the mirror.You will hopefully see a reasonably symmetric image of the real you, though your left and right sides have reversed. In this article I will explore an amazing antimatter-mirror that I recently tumbled over in the files of quantitative finance.
 

 
Finformatics, The Coming Revolution in Finance: Wilmott Magazine Article
Kent Osband

Recognition of ignorance is the first step towards wisdom.
 
"Finformatics. The word isn't yet in any dictionary. But it will be. It's short for 'financial informatics' and refers to the science of distilling useful insights from financial information. I'll give a shorter definition later. The finance world as we know it doesn't concede much space for finformatics. Conventional finance theory tells us that the long-run average return or 'drift' is irrelevant to derivatives pricing. If you believe that, options prices can't tell us anything useful about the drift, only about the volatility of the noise around the drift. Darn. That excludes half the stuff people are interested in, and the more important half at that."
 
 

 
In for the Count, Part 2: Wilmott Magazine Article
Dan Tudball

Dan Tudball's review of the life of one of quantitative finance's great heroes continues in this second and final installment.
 

 
In for the Count, Part 1: Wilmott Magazine Article
Dan Tudball

Ed Thorp cracked blackjack, used the first wearable computer to beat roulette, started the world's first quantitative hedge fund, anticipated the Black-Scholes formulae by five years, and has maintained consistently excellent returns through nearly forty years in hedged portfolios and derivatives. Dan Tudball reviews the life of one of quantitative finance's great heroes, and speaks to the man himself.
 

 
Take A Chance: Wilmott Magazine Article
Bill Ziemba

There is a fine but distinct line between the public's and the law's distinction between investing and legalized gambling. Stocks and bonds, bank accounts and real estate are traditional investments. Poker, blackjack, lotteries and horseracing are popular gambling games. Gold and silver, commodity and financial futures and stock and index options are somewhat in between but are generally thought to be on the investment side of the line. English spread betting is a good example where legal bets can be made without tax liability on sports events and financial investments such as stock index futures. The higher transaction costs are compensated by the absence of taxes."
 

 
In the Lap of the Gods: Wilmott Magazine Article
Henriëtte Prast

The 17th-century mathematician and theologian Blaise Pascal became fascinated by gambling as a phenomenon after being approached for help by a gambling addict who had got himself into financial difficulties. Tradition has it that this meeting caused Mr. Pascal to retreat to a monastery, where, ironically, he invented the roulette wheel. Pascal's philosophising about gambling also produced a rational explanation for the Christian faith. If God exists, the religious have gambled well and won themselves a place in heaven; if there is no God, nothing is lost. Pagans, on the other hand, will end up in Hell, if God turns out to exist after all. According to Pascal, this makes opting for the faith a rational bet.
 

 
Managing Smile Risk: Wilmott Magazine Article
Patrick S.Hagan, Deep Kumar, Andrew S.Lesniewski and Diana E.Woodward

Market smiles and skews are usually managed by using local volatility models a la Dupire. We discover that the dynamics of the market smile predicted by local vol models is the opposite of observed market behavior: when the price of the underlying decreases, local vol models predict that the smile shifts to higher prices; when the price increases, these models predict that the smile shifts to lower prices.
 

 
The Hardship Of Accounting: Wilmott Magazine Article
Aaron Brown
Aaron Brown suggests that the next great leap in quantitative finance requires a vigorous accounting profession

"Never ask of money spent
Where the spender thinks it went.
Nobody was ever meant
To remember or invent
What he did with every cent."

Robert Frost, 'The Hardship of Accounting'
 
Frost wrote these words just as public accounting was coming into its own as one of the major supports of capital market efficiency. A hundred years earlier, public companies typically reacted to any request for information by public investors with "none of your business." Fifty years earlier financial companies and utilities issued rudimentary statements but most industrial companies did not. Ten years earlier most public companies issued financial statements of some sort, but with no consistent methodology or regulatory oversight.
 

 
An Analysis of Onion Options and Double-no-Touch Digitals : Wilmott Magazine Article
Stefan Ebenfeld, Matthias R. Mayr and Jürgen Topper?
 

In this article it is shown how an onion option can be decomposed into double-no-touch options, for which the Black-Scholes framework admits a solution in terms of a Fourier series. The convergence properties of the series are studied in detail. In particular, an explicit formula for the number of terms needed to achieve a desired accuracy is presented. The hedging parameters are derived followed by a discussion of the peculiar properties of vega and gamma.
 

 
'Tis An Equity Puzzlement: Wilmott Magazine Article
Gustav Bamberger

 

My 11-year old son complains bitterly almost every night about homework (his eight-year old brother isn't old enough for homework yet, which is especially infuriating).   Although he doesn't like any homework, he's especially unhappy when it's math, his least favorite subject.

According to his teachers, he does very well in the subject, but he's convinced he's not any good at it.

 

 
Book Club: Wilmott Magazine Article
Team Wilmott
 

Share our passion for great writing - with Wiley's new list of titles for independent thinkers.

When you subscribe to Wilmott magazine you will automatically become a member of the Wilmott Book Club and will be eligible for 40 per cent discount on specially selected Wiley books in each issue. The titles will
range from finance to narrative non-fiction.

In the Book Club this month...

Swaps and Other Derivatives by Richard Flavell

Paul Wilmott On Quantitative Finance

Behavioural Finance: A User's Guide by James Montier

Measuring Market Risk by Kevin Dowd

Equity Derivatives: Theory and Applications by Marcus Overhaus, Andrew
Ferrraris, Thomas Knudsen, Ross Milward, Laurent Nguyen-Ngoc and Gero
Schindlmayr

and many more...

 

 
The Legacy of Beat the Dealer
Edward O. Thorp
 

It has been forty years since the first edition of Beat the Dealer was published in November, 1962.  This led Paul Wilmott to ask me if I'd like to write a few words for the website.

The seed that would become Beat the Dealer was planted two years earlier, in November 1960, as a proposed talk to the January, 1961 Annual Meeting of the American Mathematical Society.

 

 
Storing Arb: Wilmott Magazine Article
Hyungsok Ahn, Albina Danilova & Glen Swindle
 

In natural gas markets,demand exhibits low price elasticity,while supply follows the market price;a phenomenon typically observed in markets for indispensable goods.

A significant portion of gas consumption is due to heating and increasingly power generation, which sets a typical demand pattern:high in winter and summer ('high'seasons) and low in shoulder months ('low'seasons).

 

 
Cover Story, Issue 1: In for the Count
Dan Tudball

The year is 1938. The place, about 45 miles out of Chicago.

On the steps of a market a boy of not quite six faces off against a perplexed looking local man who holds a heavy tome belonging to the kid, and studies it with some skepticism.

 

 
Iceberg Risk: An Adventure In Portfolio Theory: The Final Final Instalment
Kent Osband
Here is the eighth and final, final instalment of a pre-publication review manuscript exclusively available to readers of Wilmott.com, due to be published by Texere in August 2002.
 

 
"How do I price this?": Coin Tossing Problem Solved By Binomial Algorithm
Wilmott
OzQuant posted the following message "How do I price this? (up & out option?)" on the Technical Forum on 2nd August: "I thought you guys should be able to tell me what the answer is straight away...
 

 
An Analytical Process for Generating the WACC Curve and Locating the Optimal Capital Structure
Ruben D. Cohen
We present here an analytical process for generating the  firm's value [FV] and the weighted-average cost of capital [WACC] curves, with intent to locate the optimal capital structure.  The method takes into consideration the relationship between debt, equity and taxes, and places emphasis on the effects of default risk, as well as on the assumptions that underlie the curves.  In relation to the proposed approach, it is shown that the conventional one, which is used more commonly in practice, is flawed.
 

 
Quiz 7: Deriving Arbitrage Free Prices : The Solution
John Whitamore
Find out how you got on with the long-awaited answers to Quiz 7.

 

 
Portfolio Hedging and Risk Premium
Joseph D. Marsden, A.S.A., E.A.
This paper presents a theorem on the location of risk premium for financial securities whose prices are based on a Wiener Process. It begins with a criticism of the position that delta hedges are riskless, contrasting first the assumptions and then the implications of the position with realistic expectations.
 

 
Iceberg Risk: An Adventure In Portfolio Theory: Final Instalment
Kent Osband
Here is the seventh and final instalment of a pre-publication review manuscript exclusively available to readers of Wilmott.com, due to be published by Texere in August 2002.
 

 
Quiz 7: Deriving Arbitrage Free Prices
John Whitamore
Our latest Quiz comes from John Whitamore.  Can you come up with the goods on this one?
 

 
Iceberg Risk: An Adventure In Portfolio Theory: Sixth Instalment
Kent Osband
Here is the sixth instalment of a pre-publication review manuscript exclusively available to readers of Wilmott.com, due to be published by Texere in August 2002.
 

 
Noncommutative Geometry and Stochastic Calculus: Applications in Mathematical Finance
Eric A. Forgy
The present report contains an introduction to some elementary concepts in non- commutative differential geometry. The material extends upon ideas first presented by Dimakis and M. Muller-Hoissen. In particular, stochastic calculus and the Ito formula are shown to arise naturally from introducing noncommutativity of functions (0-forms) and differentials (1-forms). The abstract construction allows for the straightforward generalization to lattice theories for the direct implementation of numerical models. As an elementary demonstration of the formalism, the standard Black-Scholes model for option pricing is reformulated.
 

 
A Foreword to ?Noncommutative Geometry and Stochastic Calculus: Applications in Mathematical Finance?
Eric A. Forgy
Noncommutative geometry is a relatively new branch of mathematics pioneered by the Fields Medalist Alain Connes [1] during the early '80s. Since its inception, noncommutative geometry has established itself on the forefronts of modern research in mathematics and has been steadily etching a place for itself in theoretical physics. This is particularly true since the appearance of the influential paper by Seiberg and Witten [2], which as of the time of this writing has been referenced nearly a thousand times in just three years according to the preprint archive (http://www.arxiv.org). This marks an amazing explosion of noncommutative geometry onto the scenes of theoretical physics.
 

 
Iceberg Risk: An Adventure In Portfolio Theory: Fifth Instalment
Kent Osband
Here is the fifth instalment of a pre-publication review manuscript exclusively available to readers of Wilmott.com, due to be published by Texere in August 2002.
 

 
Island
Wilmott
Island is the largest ECN for Nasdaq securities. Island's low costs, speed, reliability and liquidity have made it the preferred marketplace for sophisticated traders who base their trading strategies upon quantitative modeling and generate order flow by computer.
 

 
Iceberg Risk: An Adventure In Portfolio Theory: Fourth Instalment
Kent Osband
Here is the fourth instalment of a pre-publication review manuscript exclusively available to readers of Wilmott.com, due to be published by Texere in August 2002.
 

 
Win-Win Employee Options within Excessive Portfolios
William H. Scott, Jr
Portfolio theory combined with unique optimism and confidence can justify large holdings in one firm, yet at the same time, financial advisors could disagree and call the portfolio excessive. What advice should be given to these possibly excessive investors about the rest of their portfolio?
 

 
Iceberg Risk: An Adventure In Portfolio Theory: Third Instalment
Kent Osband
Here is the third instalment of a pre-publication review manuscript exclusively available to readers of Wilmott.com, due to be published by Texere in August 2002.
 

 
Green Eggs and Kelly
Aaron Brown
The other night, I read Aristotle's Lyceum 18: The Kelly Criterion (http://www.wilmott.com/article.cfm?id=111) just before going to bed. Earlier I had put my daughter to sleep by reading Dr. Seuss' Green Eggs and Ham, and you can guess the result. All through the night, my dreams were haunted by someone named "Aristelli? who wanted me to bet like Kelly.
 

 
Iceberg Risk: An Adventure In Portfolio Theory: Second Instalment
Kent Osband
Here is the second instalment of a pre-publication review manuscript exclusively available to readers of Wilmott.com, due to be published by Texere in August 2002.
 

 
Quiz 6: Tulip Options Pricing Answers
Aaron Brown
Given the unimpressive performance of the forum on Quiz 4 http://www.wilmott.com/detail.cfm?recordID=93, which involved option pricing with one time period and three states, I was not optimistic about answers for a two-time period, six-state problem. I was wrong. We received many correct answers, including some that dug deeper than intended into the problem. There were wrong answers as well, but even these showed a basic grasp of option pricing.
 

 
Iceberg Risk: An Adventure In Portfolio Theory
Kent Osband
Here is a pre-publication review manuscript exclusive to readers of Wilmott.com. It is due to be published by Texere in August 2002.
 

 
Choosing More Accurate Binomial Tree Parameters For Valuing Equity Options
Mike Staunton

There seems little point in beating about the bush - it's easy to improve the accuracy of the standard binomial models for valuing equity options and yet very few people know how. So banish your Cox, Ross & Rubinstein (or Jarrow & Rudd) models and replace them with the Leisen & Reimer model - just paste the accompanying VBA functions into a new module sheet.

 

 
Black-Scholes Equation In Laplace Transform Domain
Igor Skachkov
Laplace transformation is one of the most popular methods of solution of diffusion equations in many areas of science and technology. It is much less used in financial engineering. One reason is obvious: it is not supposed to be a way to solve a Nobel Prize winning problem. Another one is technical: not many people know that all that they need to do is to make simple calculations in the Laplace domain.
 

 
Lyceum 18: The Kelly Criterion
Aristotle
We like to draw comparisons between the worlds of finance and of gambling, you may have noticed. Our philosophy is that gambling is just a particular form of investing, one that is often technically simpler to understand than the world of stocks and shares, convertible bonds and options. If you can't cope with the mathematics of roulette, or the emotional rollercoaster of Blackjack, then you certainly shouldn't be working in a bank... except maybe shining shoes.
 

 
Quiz 6: How Good Are You At Pricing Tulip Options?
Aaron Brown
One of the interesting aspects of Tulip pricing, which helped lead to Tulipomania in the 1630's in Holland, is that Tulip bulbs can split, giving the owner 2 bulbs instead of 1. Tulips and other bulbs can also reproduce by seed, but seed progeny do not retain the valuable coloration patters of the parents.
 

 
Book Preview: Monte Carlo Methods in Finance
Peter Jäckel
An invaluable resource for quantitative analysts who need to run models that assist in option pricing and risk management.
 

 
Quiz 5: Necktie Paradox : The Solution
Aaron Brown
Aaron Brown offers up the solution to his Necktie Paradox. Find out how you fared with his complex questions.
 

 
Deriving Black-Scholes From Lognormal Asset Returns
Mike Staunton
The Black-Scholes formula assumes that log share prices follow a continuous normal distribution. All options are valued in a risk-neutral environment, mirroring the insight behind the BS formula that a risk-free hedge portfolio can be created. The option value is then estimated as the discounted expectation of the option payoff.
 

 
Book Review: Market Models by Carol Alexander
Chris Merrill
Market Models by Carol Alexander is a comprehensive review of modern tools & techniques in financial data analysis.  It truly bridges a gap in the literature between theory and practice (pardon the cliché).  There is no other book in the crowded financial engineering sector quite like it, especially because it is so strong pedagogically.
 

 
Lyceum 17: The Central Limit Theorem
Aristotle
Fundamental to the whole subject of finance is the simple concept known as "The Central Limit Theorem." Although not always acknowledged, this is how money is made. Contrary to the popular belief that quants slave away at sophisticated math models to guarantee every trade is profitable, sometimes they make money, sometimes they lose it but?on average they come out ahead. Let's see how this works.
 

 
Money Laundering: The Global Threat To The Integrity Of Financial Systems
Rachel Manney

The white collar crime of the 1990's is here and it is money laundering.

 

 
Garch & Volatility Swaps
Alireza Javaheri, Paul Wilmott and Espen G. Haug
This article discusses the valuation and hedging of Volatility Swaps within the frame of a GARCH(1,1) stochastic volatility model. First we use a general and flexible PDE approach to determine the first two moments of the realized variance in a continuous or discrete context. Then we use this information to approximate the expected realized volatility via a convexity adjustment. Following this, we provide a numerical example using S&P500 data. Finally we describe a non-risk-neutral approach relying on the Central Limit Theorem for dealing with these volatility swaps practically.
 

 
The Collector 4: A Look In The Antimatter Mirror
Espen Gaarder Haug
Take a look at yourself in the mirror. You will hopefully see a reasonably symmetric image of the real you, though your left and right sides have reversed. In this article I will explore an amazing antimatter-mirror that I recently tumbled over in the files of quantitative finance.
 

 
Rethinking the Silicon Valley Cargo Cult
Jeremy Weinstein
"Cargo cults" are among those oddities of human behavior featured in movies and books that delight in the obscure and bizarre, such as the classic film Mondo Cane.  During World War Two, as military activity spread throughout the Pacific, native South Sea Islanders watched cargo planes land at airfields hewn in the jungle and disgorge wonderful treasures never seen before, like refrigerators, chocolate, radios and motorcycles, all complete and ready to use.
 

 
Quiz 5: Necktie Paradox
Aaron Brown
Two different amounts of money are placed into envelopes. One envelope is selected at random and given to you. The other envelope is given to Paul. Neither you nor Paul know the amounts. Paul offers you a bet, which you may take or leave. The bet is that after opening the envelopes whoever has the larger amount of money gives it to the other, leaving him with nothing.
 

 
Lyceum 16: Another Look at Risk-neutral probabilities
Aristotle
We can hardly stress enough the importance of the concept of risk neutrality, in the form of risk-neutral pricing and risk-neutral probabilities. It is by no means the end of the subject of pricing and hedging, indeed in some respects it clouds ones view of more realistic possibilities, but a thorough understanding is nevertheless a sine qua non for quantitative finance.
 

 
eRaider's Views on Enron
eRaider
Many observers have noted that Enron had it coming. Arrogant, secretive and ruthless, it takes no prisoners and flaunts its success brazenly, on the name of the new baseball stadium in Houston among many other places. Now events have revealed the fragility of its empire.

Commentary courtesy of eRaider .
 

 
Common Pitfalls In Mean-Variance Asset Allocation
Attilio Meucci
The most popular approach to asset allocation is by far Markowitz's efficient frontier framework, where the investor's goal is to maximize a mean-variance utility function. Even though this problem has been thoroughly studied and implemented worldwide, it is still common to fall into misunderstandings due to an inappropriate use of the definitions of returns on assets: these misunderstandings lead to suboptimal asset allocations.
 

 
Quiz 4: Thoughts (not necessarily solutions)
Wilmott

One of our most successful quizzes, in terms of responses, but not exactly what you'd call successful in terms of answers.

 

 
Mirror Options
Julián Manzano
Julián Manzano presents a new family of options specially crafted to satisfy the necessities of aggressive speculators.
 

 
Lyceum 15: Optimality In Horse Racing
Aristotle
We saw recently how odds are established by bookies. We even saw how to spot arbitrage opportunities. In practice, of course, you could spend a lifetime looking for arbitrage opportunities that rarely occur in real life.
 

 
Illuminating The Dark Side Of Valuation
Nick Mayor
Disguising itself as a review of "The Dark Side of Valuation" by Damodaran, this article by Nick Mayor philosophises on the difficulties inherent in valuing New Economy businesses. "The Matrix", Magnum PI and particle accelerators all play a role in a controversial personal opinion by the guru of real option theory.
 

 
Lyceum 14: No Arbitrage and Risk Neutrality in Horse Racing II
Aristotle
Previously in the Lyceum?  Let's continue with the search for an arbitrage opportunity in a horse race.
 

 
Quiz 2: Pirate Logic Puzzle
Wilmott

There are 10 pirates in a rowing boat. Their ship has just sunk but they managed to save 1000 gold doubloons. Being greedy bastards they each want all the loot for themselves but they are also democratic and want to make the allocation of gold as fair as possible. But how?

 

 
Quiz 4: How good are you at pricing options?
Wilmott

Can anyone get their answer in before our good friend Aaron Brown?

 

 
BRODA
Wilmott
The British-Russian Offshore Development Agency (BRODA) is a British company specializing in the development and marketing of advanced modeling tools. Through alliances with professionals from the Former Soviet Union BRODA brings extensive mathematical expertise and cutting edge scientific skills of the Former Soviet Union to the West.
 

 
Statman Consulting
Wilmott
Statman Consulting was established by Sara Statman in March 1999 to offer professionals, with clients in the Financial Services industry, a clear understanding of their clients' business.
 

 
The Discrete And The Continuous
Ele Ayache
One question that has long preoccupied the mathematical physicists is whether the laws of nature are discrete or continuous.
 

 
ITO 33
Wilmott
ITO 33 is an engineering company specialising in two, very often inseparable, mathematical aspects of the derivatives pricing problem: the theoretical framework where the problem is formulated, and the algorithm to solve it.

(Free software offer inside...)
 

 
Lyceum 13: No Arbitrage and Risk Neutrality in Horse Racing I
Aristotle
A few Lyceums ago (what is the plural of Lyceum?) we saw how the absence of arbitrage opportunities led to the idea of risk-neutral pricing. The value of an option can be interpreted as the present value of the expected payoff, with the expectation being with respect to the risk-neutral asset price path.
 

 
Teaser 6: Fiscal Policy, Public Debt And The Term Structure Of Interest Rates
Dr Roland Demmel
In this work I examine the influence of and feedback effects between fiscal policy and financial market variables with the focus being especially on interest rate dynamics.
 

 
Quiz 3 : Get Charter The Sequel?The Solution
Wilmott

Despite our valiant attempts to defeat him, Aaron Brown could not be beat. Time Series A was indeed the real one. Here is AB's answer...

 

 
Fooled by Randomness
Nassim Nicholas Taleb
This book is about luck - or more precisely how we perceive and deal with luck in business and in life. Set against the backdrop of the most conspicuous forum in which luck is mistaken for skill - the world of trading - "Fooled by Randomness" is a captivating insight into one of the least understood factors in all our lives. Nassim Taleb, author also of "Dynamic Hedging," is the founder of Empirica Capital LLC, a crisis-hunting trading firm.
 

 
Implying Local Volatility
Domingo Tavella and W.Klopfer
An important task in option pricing is to infer the local volatility function of the underlying price process from quoted option prices. Domingo Tavella and Wolfgang Klopfer achieve this by numerical solution of the Fokker Plank equation.
 

 
Lyceum 12: Credit Risk Modelling
Aristotle
The modeling of credit risk is in a terrible state. In a perfect world, we'd name those responsible for getting this subject into such a mess. However, fear of lawsuits prevents us... but those of you who know the literature will also know whom we're talking about!
 

 
Finding The Basket
Kirill Ilinski
In the second of his columns exploring the physics of finance Kirill Ilinski carries on what Breeden and Litzenberger started and derives a formula for the risk-neutral distribution implied by options on baskets.
 

 
Teaser 4: How The Greeks Would Have Hedged Correlation Risk Of Foreign Exchange Options
Uwe Wystup
We show how to compute correlation coefficients in an n-dimensional geometric Brownian motion model for foreign exchange rates, interpret the result geometrically and apply it to eliminate correlation risk when trading multi-asset options.
 

 
The Collector 3: First... Then... Knockout
Espen G Haug
Espen G Haug uses put/call barrier symmetry to find a simple way to value first-then-barrier options. Is there no end to this man's talent?
 

 
The Forbidden Dance Of Love And Market Efficiency
Chip Bamberger
No, not the lambada - the other one.
 

 
Lyceum 11: Monte Carlo Simulation For Pricing
Aristotle
One of the foundations of quantitative finance theory is the random walk for asset prices. Modeling financial instruments as random walks has been one of the great success stories of finance and economics.
 

 
Dr Z 3: Luck Of The Draw
Dr Z
Beating the Lotto machine: DR Z explains why unpopularity can sometimes be a good thing.
 

 
Off The Cuff: Decision Time
Wilmott
You work in finance. Your attention span is measured in seconds. A day is a long, long time. You are a creator of wealth, make the planet a better place in which to live. You abhor waste and inefficiency. You can't sit on your fat capitalist ass contemplating your navel, there're decisions to be taken and money to be made.
 

 
Let It Flow: The Pricing Of Derivatives In Illiquid Markets
David Bakstein
Real-world markets do not always subscribe to the Black-Scholes assumption of complete liquidity. Here David Bakstein finds a realistic method for parameterizing the effects of finite liquidity and develops models for pricing derivatives in a less-than-perfect market
 

 
Lyceum 10: Classifying Exotic Derivatives
Aristotle
This time out we look at a termsheet for a Perfect Trader or Passport option. How would you price this contract and how would you hedge it?
 

 
Quiz 3: Get Charter - The Sequel
Wilmott
A while ago, we asked you to spot the real time series from the fake. We've got something slightly more challenging for you this month.
 

 
Risky Business
Farhat Selmi and Jean-Philippe Bouchaud
As soon as one abandons the zero-risk paradigm of Black-Scholes, very interesting issues concerning risk control arise. Optimal hedges then depend on the quantity one wishes to minimize. Here, Farhat Selmi (1) and Jean-Philippe Bouchaud (2+3) show that a definition of the risk more sensitive to the extreme events generally decreases both the probability of extreme losses and the sensitivity of the hedge to the price of the underlying.
 

 
Dr Z 2: Kelly's Heroes
Dr Z
Horse racing or blackjack? In part one of a three-part series, DR Z looks at the Capital Growth Theory of Investment.
 

 
Teaser 3: Pricing PDEs and solution methods
Jürgen Topper
Many basic pricing models for derivatives can be solved with tree methods or Monte Carlo methods in case a closed-form solution is not available. However, these models are often over simplistic. More advanced models require more sophisticated techniques.
 

 
Lyceum 9: Out Barrier Options and the Finite-difference Method
Aristotle
This time out we look at the pricing of our first exotic option, an up-and-out call.
 

 
Lyceum 8: Simple Extensions of the Finite-difference Method
Aristotle
Last time out we saw how to solve the Black-Scholes equation using the explicit finite- difference method. This time we'll see how to modify the last installment's code to include a dividend yield on the stock and to price American options.
 

 
Who's Publishing What and Where?
Bill Hearst
Research in quantitative finance is disseminated predominantly in technical-article format. Finance is such a rapid-paced subject that working papers sometimes find their content being put into practice well before publication in journal form.
 

 
Cigars: A Way Of Life
Rudi Bogni
I grew up in a family where smoking was neither encouraged nor discouraged. I was smoking a pipe by the age of 14 and cigarettes by the age of 15, but I had to give them up for good seven years later when 80 Gitanes "papier mais" a day gave me such a nicotine-induced blood poisoning that I collapsed in a heap of sweat and palpitation.
 

 
Consultancy: Elliott Ross Associates
Wilmott
Elliott Ross Associates is a specialist search and selection consultancy in the Global Financial Markets. The core of our activities is concentrated around the Investment Banking and Asset Management activities of our clients where we work with them to provide recruitment solutions in specific business areas. These are the disciplines of Market Risk, Credit Risk, Compliance, Operations, Quantitative Analytics and the financial markets technology functions of development and architecture/integration.
 

 
The Nature Of Volatility
Kirill Ilinski
A little volatility can be a dangerous thing. When we build a new volatility model do we have to gauge its performance against realized volatility or at the money implied volatility ? Kirill Ilinski looks at what affects our choice and why.
 

 
Crash and Earn
Prof. Ralf Korn
An unpredictable, unreliable and unusual nature makes stock market crashes scary. But, argues quantitative analyst Prof. Ralf Korn, there's plenty of data to prevent getting caught on the hop.
 

 
Dr Z 1: Take A Chance
Dr Z
Can you make money from roulette? DR Z begins his series of articles about the mathematics of gambling with an investigation of first principles.
 

 
The Exorcist
Prof. Carol Alexander
A covariance matrix is the main engine of risk management. Prof. Carol Alexander has a simple and efficient new design.
 

 
Teaser 2: Single Barrier Options With Time-dependent Parameters
C.F. Lo , H.C. Lee & C.H. Hui
C.F. Lo , H.C. Lee and C.H. Hui present a simple and easy-to-use method for computing accurate closed-form estimates for single-barrier knock-out option prices with time-dependent parameters, interest rate, dividend yield and volatility. This new approach is also able to provide tight closed-form upper and lower bounds for the exact barrier option price.
 

 
The Collector 2: Who's On First Base?
Espen & Jørgen Haug
Espen and Jørgen Haug develop a sexily flexible method for pricing European reset options.
 

 
Teaser 1: Application Of Low-Discrepancy Sequences To NonLinear Global Optimization Problems
S. Kucherenko, Y. Sytsko
Many problems in financial mathematics and risk analysis can be formulated as global non-linear optimisation problems. S. Kucherenko and Y. Sytsko explain.
 

 
The Collector 1: The Options Genius
Espen G Haug
Pricing expert and formula collector Espen G Haug relates a cautionary tale about pushing the numbers too far
 

 
Lyceum 7: Solving Black-Scholes By Finite Differences
Aristotle
Last time out we saw how to set up a grid and how to discretize option prices to get the greeks. In this Tutorial we'll see how to use all of this to create a very simple finite-difference algorithm for pricing vanilla options.
 

 
Quiz 2: Pirate Logic Puzzle (The Solution)
Wilmott

After keeping you on tenterhooks... it is time to find out whether you should walk the plank

 

 
Quiz 1: Get Charter - The long-awaited answer
Wilmott
In Issue 1 of the now defunct Wilmott you were asked which four of the following eight graphs showed real time series of stock prices, and which four were faked.
 

 
Book Review:
Wilmott
This excellent book by a team from Olsen & Associates and friends has been a long time in preparation. Since the mid 1980s they've been collecting high frequency data, tick data, from the world's financial markets. This book is the result of God knows how many man-years of collection, cleansing and analysis.
 

 
Emotionomics 2: Anxiety and Desire Among Investors
Henriette Prast
In the world of investment, risk and return are associated concepts, as are fear and desire in Freudian psychoanalysis: they go hand in hand.
 

 
Rudi Bogni 2: Crime & Economics
Rudi Bogni
The Swiss Government just gave the thumbs down to a grass-root-originated law proposal, intended to keep repeat sexual offenders in jail for life. It seems that they did not argue against the principle, but considered impractical the details of the proposal, writes Rudi Bogni.
 

 
Eraider 1: And So It Began?
Prof. Aaron Brown
Prof. Aaron Brown relives the early days of the world's first takeover mutual fund on the internet.
 

 
Emotionomics 1: Finance and Psychology: Dangerous Liaison or Marriage of Convenience?
Henriette Prast
Do investors, analysts and fund managers make rational choices based on their risk/return appetite only? This is what conventional economic theory makes us believe. Do professional investors and fund managers make investment decisions to increase future reputation rather than maximizing clients' payoffs, and is their reputation enhanced if they are part of a herd? Could be. Or is behavior in financial markets driven by anxiety, desire, the Freudian principle of repression and other emotions? This is what reality suggests.
 

 
Book Review: "Physics of Finance" Kirill Ilinski (JP Morgan, London, UK). John Wiley & Sons, 2001. ISBN 0-471-87738-7
Wilmott
The introduction is excellent. This has to be the best intro to a finance book I've read in a long time. There's a very wide-ranging overview of the history of finance, competing schools of thought, that kind of thing. By the end of it I can hardly wait for the meat.
 

 
Rudi Bogni 1: The Riskless Society
Rudi Bogni
Contemporary society abhors risk, as the chance of injury, damage or loss and it does not cope well with grief, failure and decline. Rudi Bogni, Investment Banking pundit, cigar afficionado and all-round libertarian suggests we're all a bunch of wimps.
 

 
Greeks With Monte Carlo
Peter Jäckel
The fundamental key to option pricing is calculating the cost of replication of the sold deriv-ative contract says Dr Peter Jäckel. To achieve this, he urges the need for well-defined hedge parameters, which he discovers with the help of a fistful of Greeks supported by the Monte Carlo methodology.
 

 
Jackpot?
Nick Mayor
Take a few New Economy companies, add a bit of real option theory, and you've got a sure-fire way of making money, right? Well, at least according to some 'theorists' in recent times. Nick Mayor throws a bit of common sense into the mix and shows us how it should be done.
 

 
Lyceum 6: Discretization
Aristotle
In this Tutorial we are going to look at discretization. How can we represent the value of an option that depends on an underlying asset, price S, and time, t, in a computer program, and how can we determine the values of the key Greeks, delta, gamma and theta.
 

 
Lyceum 5: What Is A Differential Equation?
Aristotle
You've seen the Black-Scholes equation, either in its Greek or in its differential form.
 

 
Lyceum 4: Binomial Model III
Aristotle
The binomial model allows the stock to move up or down a prescribed amount over the next timestep. If the stock starts out with value S then it will take either the value uS or vS after the next timestep.
 

 
Lyceum 3: Binomial Model II
Aristotle
In an earlier Lyceum we saw some of the basic ideas behind the binomial pricing model. We'll go into those ideas in more depth now.
 

 
Lyceum 2: Binomial Model I
Aristotle
Quick test. Before reading about the binomial method in detail, we'd like you to answer the following question. It is one day before the expiry of a call option struck at 100. The stock is currently valued at 100. You are reliably informed that there is a 60% chance of the stock rising to 101 and a 40% chance of it falling to 99. You are in a world with zero interest rate. What value would you give to the call option?
 

 
Lyceum 1: The Different Types Of Mathematics Seen In Quantitative Finance
Aristotle
The real-world subject of quantitative finance uses tools from many branches of mathematics. And financial modeling can be approached in a variety of different ways.
 

 
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