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Lingyi Yang

DPhil in Industrially Focused Mathematical Modelling

Postdoctoral Researcher in the Mathematics of Data Science

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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
Recent publications
DECOVID: A UK Two-Center Harmonized Database of Acute Care Electronic Health Records for COVID-19 Research
 Aslett, L Avramescu, A Bakewell, N Birds, I Bowler, L Camilleri, M Chung, S Clifton, D Cohen, S Constantine-Cooke, N Daub, E Davidson, S Denaxas, S Diaz-Ordaz, K Feltbower, R Gallier, S Gardiner, S Gasperoni, F Goudie, R Green, R Hall, M Holmes, C Hurst, J Iles, M Jorge, J Karoune, E Keogh, R King, R Kirk, P Klapaukh, R Kouchaki, S Lai, A Lea, N Leyrat, C Li, K Lilaonitkul, W Lu, H Lyons, T Mallon, A Manderson, A Margaritella, N Matteson, J Morley, S Nicholls, H O’Reilly, M Pagel, C Palmer, E Roberts, J Roberts, T Data volume 10 issue 12 195-195 (24 Nov 2025)
Structured linear CDEs: maximally expressive and parallel-in-time sequence models
 Walker, B Yang, L Cirone, N Salvi, C Lyons, T (23 May 2025)
Subtle variation in sepsis-III definitions markedly influences predictive performance within and across methods
 Cohen, S Foster, J Foster, P Lou, H Lyons, T Morley, S Morrill, J Ni, H Palmer, E Wang, B Wu, Y Yang, L Yang, W Scientific Reports volume 14 (22 Jan 2024)
NEURAL CONTROLLED DIFFERENTIAL EQUATIONS WITH QUANTUM HIDDEN EVOLUTIONS
 Yang, L Shao, Z 2nd Tiny Papers Track at Iclr 2024 Tiny Papers @ Iclr 2024 (01 Jan 2024)
Q-LEARNING AS A MONOTONE SCHEME
 Yang, L 2nd Tiny Papers Track at Iclr 2024 Tiny Papers @ Iclr 2024 (01 Jan 2024)
Teaching
  • Tutor for B8.3 Mathematical models of Financial Derivatives (HT20)
  • TA for Msc MCF Financial Derivatives (MT19)
  • TA for B8.2 Continuous Martingales and Stochastic Calculus (HT18)
  • Demonstrator for Computational Mathematics (MT18, HT19,MT19, HT20)
  • TA for B8.1 Probability, Measure and Martingales (MT18)
Research interests
  • Data Science
  • Reinforcement learning
  • Signature methods in machine learning
  • Optimal Control
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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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