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Photo of Prof. Christoph Reisinger

Prof. Christoph Reisinger

Status
Academic Faculty

Professor of Applied Mathematics

+44 1865 615174
Contact form
http://people.maths.ox.ac.uk/reisinge/
Research groups
  • Machine Learning and Data Science
  • Mathematical and Computational Finance
Address
Mathematical Institute
University of Oxford
Andrew Wiles Building
Radcliffe Observatory Quarter
Woodstock Road
Oxford
OX2 6GG
Major / recent publications

For an up-to-date list of publications and preprints see here.

Recent publications
Numerical Approximation for Path-Dependent McKean-Vlasov Control with Non-Asymptotic Error Estimates
Bokanowski, O Chassagneux, J Li, X Reisinger, C (25 Jun 2026)
Convergence Rates of Time Discretization in Extended Mean Field Control
Reisinger, C Stockinger, W Tsianni, M Zhang, Y (31 Aug 2025)
Mean-Field Generalisation Bounds for Learning Controls in Stochastic Environments
Baros, B Cohen, S Reisinger, C (21 Aug 2025)
Contagious McKean-Vlasov problems with common noise: from smooth to singular feedback through hitting times
Hambly, B Petronilia, A Reisinger, C Rigger, S Søjmark, A Electronic Journal of Probability volume 30 1-53 (27 May 2025)
Numerical analysis of a particle system for the calibrated Heston-type local stochastic volatility model
Reisinger, C Tsianni, M (19 Apr 2025)
Teaching

I teach various graduate courses in the areas of stochastic simulation, computational finance, numerical analysis and partial differential equations. I currently serve the department as Director of Gratuate Studies. I have examined on several Masters programmes and numerous PhD committees in and outside Oxford, and was Course Director of the professional MSc in Mathematical Finance at Oxford for over six years. I am a tutor for Applied Mathematics at St Catherine's College, Oxford, and have occasionally served as Director of Studies.

Highlighted publications
A neural network based policy iteration algorithm with global H²-superlinear convergence for stochastic games on domains
REISINGER, C Zhang, Y Ito, K Foundations of Computational Mathematics volume N/A N/A-N/A (18 May 2020)
Convergence of an Euler scheme for a hybrid stochastic-local volatility model with stochastic rates in foreign exchange markets
Cozma, A Mariapragassam, M Reisinger, C SIAM Journal on Financial Mathematics volume 9 issue 1 127-170 (24 Jan 2018)
Piecewise constant policy approximations to Hamilton-Jacobi-Bellman equations
Reisinger, C Forsyth, P APPLIED NUMERICAL MATHEMATICS volume 103 27-47 (May 2016) http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000371361600002&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=4fd6f7d59a501f9b8bac2be37914c43e
The Effect of Non-Smooth Payoffs on the Penalty Approximation of American Options
Reisinger, C Howison, S Witte, J SIAM Journal on Financial Mathematics (2013)
Penalty Methods for the Solution of Discrete HJB Equations -- Continuous Control and Obstacle Problems
Reisinger, C Witte, J SIAM Journal on Numerical Analysis volume 2 issue 50 595-625 (2012)
Further details

I am Professor of Applied Mathematics at Oxford's Mathematical Institute and Fellow in Mathematics at St Catherine's College. I am Editor-in-Chief of The Journal of Computational Finance, and serve on the editorial board of Applied Mathematics and Optimization and Applied Mathematical Finance.

Research interests

Numerical analysis:

  • interacting particle systems and McKean--Vlasov equations
  • deep neural networks and reinforcement learning for stochastic control
  • non-linear and high-dimensional PDEs (in particular, of HJB-type)
  • (quasi-)variational inequalities, impulse control
  • multilevel and multi-index Monte Carlo
  • SPDEs (in particular, of Zakai-type)
  • SDEs (especially non-Lipschitz)

Mathematical and computational modeling:

  • financial derivative valuation, hedging, and risk management
  • counterparty credit risk (in particular, large pool contagion models)
  • model calibration (FX, equity, credit)
  • investment and incomplete markets
  • mean-field models in neuroscience
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London Mathematical Society Good Practice Scheme Athena SWAN Silver Award (ECU Gender Charter) Stonewall Silver Employer 2022

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