Fields Academy Shared Graduate Course: Advanced Topics in Mathematical and Computational Finance
Description
Registration Deadline: September 20, 2026
Instructor: Dr. Riaz Ahmad, University College London
Course Dates:
Mid-Semester Break:
Lecture Time:
Office Hours:
Registration Fee:
- Students from our Principal Sponsoring & Affiliate Universities: Free
- Other Students: CAD$500
Capacity Limit:
Format:
Course Description
The aim of this self-contained and intensive module is to develop the partial differential equation approach to derivative pricing. This is a mathematical finance module; however, no prior knowledge of the financial markets is required.
Recommended Texts
- John Hull; Options, Futures, and Other Derivatives 9th Edition, Pearson, (2017)
- Paul Wilmott; Paul Wilmott on Quantitative Finance 2nd Edition, Wiley (2006)
Assessment
- Two programming tasks (30%)
- Closed Book Exam (70%)
Pre-requisites: Partial Differential Equations and Python programming
Detailed Syllabus
- Week 1: Preliminaries
- Review of heat equation and similarity reduction leading to the fundamental solution
- Relevant results from Ito calculus
- Week 2: Financial products and markets
- Financial instruments, markets and players
- Asset classes
- Time value of money
- Options, payoffs and derivatives terminology
- Week 3: Black-Scholes Model
- Assumptions and derivation of PDE
- Solution of PDE
- Vanilla and binary options
- Week 4: Further Black-Scholes modelling
- The greeks and their role in hedging
- Actual, historical/realised and implied volatility
- Multi-factor models
- Week 5: Exotics and structured products
- Detailed discussion of classification features of exotics
- Asians, lookbacks and barriers
- A framework for continuous sampling and pricing equation
- Updating rule
- Week 6 and 7: Numerical methods for finance
- Explicit, fully implicit and Crank-Nicolson schemes
- Upwind differencing for path dependence
- Monte Carlo methods for pricing
- Week 8 and 9: Fixed-Income modelling
- Fixed-income products and markets
- The spot rate for popular models – Vasicek and CIR
- Bond pricing equation (BPE) and market price of interest rate risk
- Tractable models and affine solution of the BPE
- Multi-factor bond pricing models
- Forward rates and HJM
- Week 10: Incomplete markets
- The pricing differential equation for stochastic volatility
- Market price of volatility risk
- Popular stoch. vol. models
- Heston model and its option pricing solution
- Jump diffusion

