Status:
Personal website:
+44 1865 615106
Research groups:
Address
University of Oxford
Andrew Wiles Building
Radcliffe Observatory Quarter
Woodstock Road
Oxford
OX2 6GG
Research interests:
- Theory of neural networks
- Applications of the signature transform to deep learning
Further details:
A mathematician who enjoys martial arts, ice skating and scuba diving.
My supervisor is Terry Lyons.
I am the maintainer for the Signatory project.
Master's Dissertation: Polynomial Approximation of Holomorphic Functions
Teaching:
TA for C8.2 Stochastic Analysis and PDEs
(Hilary Term 2019)
TA for C4.1 Further Functional Analysis
(Michaelmas Term 2018)
Tutor for C8.2 Stochastic Analysis and PDEs
(Trinity Term 2018)
Major / recent publications:
Deep Signature Transforms
Patric Bonnier*, Patrick Kidger*, Imanol Perez Arribas*, Cristopher Salvi*, Terry Lyons
*Equal contribution
To appear in Advances in Neural Information Processing Systems 33. (2019)
arXiv:1905.08494
Universal Approximation with Deep Narrow Networks
Patrick Kidger, Terry Lyons
(2019)
arXiv:1905.08539