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MoneyScience Master Class - Mark Joshi - Implementing the LIBOR Market Model

Monday Oct 29, 12:39PM

2-4th June, 2010
London, UK

This three-day course will be led by an international expert who played a large role in the coding of the LIBOR market model in the QuantLib C++ open-source project. He will examine the practical problems that arise when implementing the LIBOR market model to price exotic interest rate derivatives. Each issue will be discussed at theoretical, practical and coding levels. The solution of these using QuantLib classes will be the focus of the course.

We will see how QuantLib provides a free easily-extendible implementation that achieves rapid pricing and sensitivity computation, and stable calibration to the market; whilst being able to cope with path-dependence, discontinuous pay-offs and early exercise features.

Day 1

Basics
and
Calibration

  • Why market models and theoretical underpinnings.
  • Achieving a speedy Monte Carlo implementation: drift computation, drift approximation, accelerating convergence, latest implementations of Sobol
  • QuantLib classes: MarketModelEvolver, LogNormalFwdRatePc, LogNormalFwdRateIpc, LogNormalCotSwapRatePc, LMMDriftCalculator, NormalFwdRatePc, BrownianGenerator, SobolRsg
  • Calibration: time homogeneity, correlation structures, the pseudo-square root as a fundamental building block, stable simultaneous calibration to caplets and swaptions, period mismatches,
  • QuantLib classes: MarketModel, SwapForwardMappings, FwdToCotSwapAdapter, CotSwapToFwdAdapter, PiecewiseConstantAbcdVariance, CTSMMCapletCalibration, CTSMMCapletMaxHomogeneityCalibration, capletSwaptionPeriodicCalibration

Day 2

Early
Exercise
and
Greeks

  • Pricing products with early exercise features, obtaining lower bounds. Least-squares method. Anderson’s method. Orthogonalization,
  • QuantLib classes: NodeData, collectNodeData, MarketModelExerciseValue, LongstaffSchwartzExerciseStrategy, MarketModelBasisSystem, MarketModelParametricExercise, genericLongstaffSchwartzRegression
  • Upper bounds for callable products.
  • QuantLib classes: UpperBoundEngine
  • Greek computation: partial proxy simulation and the conditional analytic method.
  • QuantLib classes: ConstrainedEvolver, LogNormalFwdRateEulerConstrained

Day 3

Skew
and
Smiles

  • Using displaced diffusion to achieve skew
  • QuantLib classes: how existing classes already include Displaced Diffusion
  • Using Heston stochastic volatility to obtain smile: Monte Carlo implementation
  • QuantLib classes: adding an extra evolver to implement stochastic volatility
  • Analytic approximations of the stochastic vol LMM, calibration, SABR and the LMM
  • QuantLib classes: possible ways to extend to encompass these cases

Comments about our Previous Event


- "Great Interactivity"

- "Relevant and timely coverage of recent developments"

- "Very Practical"

- "Relaxed, Broad coverage"

*Attending our March 2008 event: Implementing the LIBOR Market Model

About the Speaker

Mark Joshi obtained a B.A. in mathematics from the University of Oxford in 1990, and a Ph.D. in pure mathematics from the Massachusetts Institute of Technology in 1994. He was an Assistant Lecturer in the department of pure mathematics and mathematical statistics at Cambridge University from 1994 to 1999. Following which he worked for the Royal Bank of Scotland from 1999 to 2005 as a quantitative analyst at a variety of levels, finishing as the Head of Quantitative Research for Group Risk Management. He joined Melbourne University in November 2005 as an Associate Professor.

Mark’s book "The Concepts and Practice of Mathematical Finance," CUP 2003 has become a standard introductory text in the area, and his other book "C++ Design Patterns and Derivatives Pricing," CUP 2004, has also proved popular. He has published twenty pure mathematics papers, as well as writing over twenty papers on financial mathematics, many of which deal with the practical aspects of implementing market models.

Further Information

Dates: 3 Days – 2 - 4th June 2010
Venue: Institute of Physics, London, UK
Cost: £2700 inc. VAT

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Event Notices

Quant Finance Papers at arXiv

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