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James Morrill
James Morrill
Verified email at maths.ox.ac.uk
Title
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Year
Neural controlled differential equations for irregular time series
P Kidger, J Morrill, J Foster, T Lyons
Advances in Neural Information Processing Systems 33, 6696-6707, 2020
4242020
Neural rough differential equations for long time series
J Morrill, C Salvi, P Kidger, J Foster
International Conference on Machine Learning, 7829-7838, 2021
123*2021
A generalised signature method for multivariate time series feature extraction
J Morrill, A Fermanian, P Kidger, T Lyons
arXiv preprint arXiv:2006.00873, 2020
51*2020
The signature-based model for early detection of sepsis from electronic health records in the intensive care unit
J Morrill, A Kormilitzin, A Nevado-Holgado, S Swaminathan, S Howison, ...
2019 Computing in Cardiology (CinC), Page 1-Page 4, 2019
502019
On the choice of interpolation scheme for neural cdes
J Morrill, P Kidger, L Yang, T Lyons
Transactions on Machine Learning Research 2022 (9), 2022
45*2022
Utilization of the signature method to identify the early onset of sepsis from multivariate physiological time series in critical care monitoring
JH Morrill, A Kormilitzin, AJ Nevado-Holgado, S Swaminathan, ...
Critical Care Medicine 48 (10), e976-e981, 2020
292020
New directions in the applications of rough path theory
A Fermanian, T Lyons, J Morrill, C Salvi
IEEE BITS the Information Theory Magazine, 2023
152023
A machine learning methodology for identification and triage of heart failure exacerbations
J Morrill, K Qirko, J Kelly, A Ambrosy, B Toro, T Smith, N Wysham, ...
Journal of Cardiovascular Translational Research 15 (1), 103-115, 2022
132022
Generalised interpretable shapelets for irregular time series
P Kidger, J Morrill, T Lyons
arXiv preprint arXiv:2005.13948, 2020
112020
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Articles 1–9