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ORCIDTerry J. Lyons
Terrence J. Lyons
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2020 – today
- 2024
[c29]Talia Tseriotou, Ryan Sze-Yin Chan, Adam Tsakalidis, Iman Munire Bilal, Elena Kochkina, Terry J. Lyons, Maria Liakata:
Sig-Networks Toolkit: Signature Networks for Longitudinal Language Modelling. EACL (Demonstrations) 2024: 223-237- [c28]Benjamin Walker, Andrew D. McLeod, Tiexin Qin, Yichuan Cheng, Haoliang Li, Terry J. Lyons:
Log Neural Controlled Differential Equations: The Lie Brackets Make A Difference. ICML 2024 - [i52]Jason Rader, Terry J. Lyons, Patrick Kidger:
Optimistix: modular optimisation in JAX and Equinox. CoRR abs/2402.09983 (2024) - [i51]Paola Arrubarrena, Maud Lemercier, Bojan Nikolic, Terry J. Lyons, Thomas Cass:
Novelty Detection on Radio Astronomy Data using Signatures. CoRR abs/2402.14892 (2024) - [i50]Benjamin Walker, Andrew D. McLeod, Tiexin Qin, Yichuan Cheng, Haoliang Li, Terry J. Lyons:
Log Neural Controlled Differential Equations: The Lie Brackets Make a Difference. CoRR abs/2402.18512 (2024) - [i49]Nicola Muca Cirone, Antonio Orvieto, Benjamin Walker, Cristopher Salvi, Terry J. Lyons:
Theoretical Foundations of Deep Selective State-Space Models. CoRR abs/2402.19047 (2024) - [i48]Felix H. Krones, Ben Walker, Guy Parsons
, Terry J. Lyons, Adam Mahdi:
Multimodal deep learning approach to predicting neurological recovery from coma after cardiac arrest. CoRR abs/2403.06027 (2024) - [i47]Maud Lemercier, Terry J. Lyons:
A High Order Solver for Signature Kernels. CoRR abs/2404.02926 (2024) - [i46]Terry J. Lyons, Andrew D. McLeod:
Higher Order Lipschitz Sandwich Theorems. CoRR abs/2404.06849 (2024) - [i45]Terry J. Lyons, Andrew D. McLeod:
Higher Order Lipschitz Greedy Recombination Interpolation Method (HOLGRIM). CoRR abs/2406.03232 (2024) - 2023
- [c27]Felix Krones, Benjamin Walker, Guy Parsons, Terry J. Lyons, Adam Mahdi:
Multimodal Deep Learning Approach to Predicting Neurological Recovery From Coma After Cardiac Arrest. CinC 2023: 1-4 - [c26]Satoshi Hayakawa, Harald Oberhauser, Terry J. Lyons:
Sampling-based Nyström Approximation and Kernel Quadrature. ICML 2023: 12678-12699 - [c25]Ahmed Ammar Naseer, Benjamin Walker, Christopher Landon, Andrew Ambrosy, Marat Fudim, Nicholas Wysham, Botros Toro, Sumanth Swaminathan, Terry J. Lyons:
ScoEHR: Generating Synthetic Electronic Health Records using Continuous-time Diffusion Models. MLHC 2023: 489-508 - [i44]Satoshi Hayakawa, Harald Oberhauser, Terry J. Lyons:
Sampling-based Nyström Approximation and Kernel Quadrature. CoRR abs/2301.09517 (2023) - [i43]Adeline Fermanian, Terry J. Lyons, James Morrill, Cristopher Salvi:
New directions in the applications of rough path theory. CoRR abs/2302.04586 (2023) - [i42]Tiexin Qin, Benjamin Walker, Terry J. Lyons, Hong Yan, Haoliang Li:
Learning Dynamic Graph Embeddings with Neural Controlled Differential Equations. CoRR abs/2302.11354 (2023) - [i41]Benjamin Walker, Felix Krones, Ivan Kiskin, Guy Parsons, Terry J. Lyons, Adam Mahdi:
Dual Bayesian ResNet: A Deep Learning Approach to Heart Murmur Detection. CoRR abs/2305.16691 (2023) - [i40]Elena Gal, Shaun Singh, Aldo Pacchiano, Ben Walker, Terry J. Lyons, Jakob N. Foerster:
Unbiased Decisions Reduce Regret: Adversarial Domain Adaptation for the Bank Loan Problem. CoRR abs/2308.08051 (2023) - [i39]Mohamed R. Ibrahim, Terry J. Lyons:
FaceTouch: Detecting hand-to-face touch with supervised contrastive learning to assist in tracing infectious disease. CoRR abs/2308.12840 (2023) - [i38]Jason Rader, Terry J. Lyons, Patrick Kidger:
Lineax: unified linear solves and linear least-squares in JAX and Equinox. CoRR abs/2311.17283 (2023) - [i37]Talia Tseriotou, Ryan Sze-Yin Chan, Adam Tsakalidis, Iman Munire Bilal, Elena Kochkina, Terry J. Lyons, Maria Liakata:
Sig-Networks Toolkit: Signature Networks for Longitudinal Language Modelling. CoRR abs/2312.03523 (2023) - 2022
- [j9]James Morrill, Patrick Kidger, Lingyi Yang, Terry J. Lyons:
On the Choice of Interpolation Scheme for Neural CDEs. Trans. Mach. Learn. Res. 2022 (2022) - [c24]Mohamed R. Ibrahim, Terry J. Lyons:
ImageSig: A signature transform for ultra-lightweight image recognition. CVPR Workshops 2022: 3648-3658 - [c23]Paul Moore, Theodor-Mihai Iliant, Filip-Alexandru Ion, Yue Wu, Terry J. Lyons:
Path Signatures for Non-Intrusive Load Monitoring. ICASSP 2022: 3808-3812 - [c22]Satoshi Hayakawa, Harald Oberhauser, Terry J. Lyons:
Positively Weighted Kernel Quadrature via Subsampling. NeurIPS 2022 - [i36]Mohamed R. Ibrahim, Terry J. Lyons:
ImageSig: A signature transform for ultra-lightweight image recognition. CoRR abs/2205.06929 (2022) - [i35]Terry J. Lyons, Andrew D. McLeod:
Generalised Recombination Interpolation Method (GRIM). CoRR abs/2205.07495 (2022) - [i34]Terry J. Lyons, Andrew D. McLeod:
Signature Methods in Machine Learning. CoRR abs/2206.14674 (2022) - [i33]Satoshi Hayakawa, Harald Oberhauser, Terry J. Lyons:
Hypercontractivity Meets Random Convex Hulls: Analysis of Randomized Multivariate Cubatures. CoRR abs/2210.05787 (2022) - 2021
- [j8]Cristopher Salvi, Thomas Cass, James Foster, Terry J. Lyons, Weixin Yang:
The Signature Kernel Is the Solution of a Goursat PDE. SIAM J. Math. Data Sci. 3(3): 873-899 (2021) - [c21]Maud Lemercier, Cristopher Salvi, Theodoros Damoulas, Edwin V. Bonilla, Terry J. Lyons:
Distribution Regression for Sequential Data. AISTATS 2021: 3754-3762 - [c20]Hao Ni, Shujian Liao, Weixin Yang, Kevin Schlegel, Terry J. Lyons:
Logsig-RNN: a novel network for robust and efficient skeleton-based action recognition. BMVC 2021: 173 - [c19]Thomas Cochrane, Peter Foster, Varun Chhabra, Maud Lemercier, Terry J. Lyons, Cristopher Salvi:
SK-Tree: a systematic malware detection algorithm on streaming trees via the signature kernel. CSR 2021: 35-40 - [c18]Bo Wang, Yue Wu, Nemanja Vaci, Maria Liakata, Terry J. Lyons, Kate E. A. Saunders:
Modelling Paralinguistic Properties in Conversational Speech to Detect Bipolar Disorder and Borderline Personality Disorder. ICASSP 2021: 7243-7247 - [c17]Patrick Kidger, Terry J. Lyons:
Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU. ICLR 2021 - [c16]Patrick Kidger, Ricky T. Q. Chen, Terry J. Lyons:
"Hey, that's not an ODE": Faster ODE Adjoints via Seminorms. ICML 2021: 5443-5452 - [c15]Patrick Kidger, James Foster, Xuechen Li, Terry J. Lyons:
Neural SDEs as Infinite-Dimensional GANs. ICML 2021: 5453-5463 - [c14]Maud Lemercier, Cristopher Salvi, Thomas Cass, Edwin V. Bonilla, Theodoros Damoulas, Terry J. Lyons:
SigGPDE: Scaling Sparse Gaussian Processes on Sequential Data. ICML 2021: 6233-6242 - [c13]Cristopher Salvi, Maud Lemercier, Chong Liu, Blanka Horvath, Theodoros Damoulas, Terry J. Lyons:
Higher Order Kernel Mean Embeddings to Capture Filtrations of Stochastic Processes. NeurIPS 2021: 16635-16647 - [c12]Patrick Kidger, James Foster, Xuechen Li, Terry J. Lyons:
Efficient and Accurate Gradients for Neural SDEs. NeurIPS 2021: 18747-18761 - [i32]James Foster, Terry J. Lyons, Harald Oberhauser:
The shifted ODE method for underdamped Langevin MCMC. CoRR abs/2101.03446 (2021) - [i31]Patrick Kidger, James Foster, Xuechen Li, Harald Oberhauser, Terry J. Lyons:
Neural SDEs as Infinite-Dimensional GANs. CoRR abs/2102.03657 (2021) - [i30]Thomas Cochrane, Peter Foster, Varun Chhabra, Maud Lemercier, Cristopher Salvi, Terry J. Lyons:
SK-Tree: a systematic malware detection algorithm on streaming trees via the signature kernel. CoRR abs/2102.07904 (2021) - [i29]Bo Wang, Yue Wu, Nemanja Vaci, Maria Liakata, Terry J. Lyons, Kate E. A. Saunders:
Modelling Paralinguistic Properties in Conversational Speech to Detect Bipolar Disorder and Borderline Personality Disorder. CoRR abs/2102.09607 (2021) - [i28]Maud Lemercier, Cristopher Salvi, Thomas Cass, Edwin V. Bonilla, Theodoros Damoulas, Terry J. Lyons:
SigGPDE: Scaling Sparse Gaussian Processes on Sequential Data. CoRR abs/2105.04211 (2021) - [i27]Patrick Kidger, James Foster, Xuechen Li, Terry J. Lyons:
Efficient and Accurate Gradients for Neural SDEs. CoRR abs/2105.13493 (2021) - [i26]James Morrill, Patrick Kidger, Lingyi Yang, Terry J. Lyons:
Neural Controlled Differential Equations for Online Prediction Tasks. CoRR abs/2106.11028 (2021) - [i25]Satoshi Hayakawa, Harald Oberhauser, Terry J. Lyons:
Positively Weighted Kernel Quadrature via Subsampling. CoRR abs/2107.09597 (2021) - [i24]Cristopher Salvi, Maud Lemercier, Chong Liu, Blanka Horvath, Theodoros Damoulas, Terry J. Lyons:
Higher Order Kernel Mean Embeddings to Capture Filtrations of Stochastic Processes. CoRR abs/2109.03582 (2021) - [i23]Shujian Liao, Terry J. Lyons, Weixin Yang, Kevin Schlegel, Hao Ni:
Logsig-RNN: a novel network for robust and efficient skeleton-based action recognition. CoRR abs/2110.13008 (2021) - 2020
- [j7]Jasdeep Kalsi, Terry J. Lyons, Imanol Pérez Arribas:
Optimal Execution with Rough Path Signatures. SIAM J. Financial Math. 11(2): 470-493 (2020) - [j6]James Foster, Terry J. Lyons, Harald Oberhauser:
An Optimal Polynomial Approximation of Brownian Motion. SIAM J. Numer. Anal. 58(3): 1393-1421 (2020) - [c11]John Pougue Biyong, Bo Wang, Terry J. Lyons, Alejo J. Nevado-Holgado:
Information Extraction from Swedish Medical Prescriptions with Sig-Transformer Encoder. ClinicalNLP@EMNLP 2020: 41-54 - [c10]Patrick Kidger, Terry J. Lyons:
Universal Approximation with Deep Narrow Networks. COLT 2020: 2306-2327 - [c9]Yue Wu, Hao Ni, Terrence J. Lyons, Robin L. Hudson:
Signature features with the visibility transformation. ICPR 2020: 4665-4672 - [c8]Bo Wang, Yue Wu, Niall Taylor, Terry J. Lyons, Maria Liakata, Alejo J. Nevado-Holgado, Kate E. A. Saunders:
Learning to Detect Bipolar Disorder and Borderline Personality Disorder with Language and Speech in Non-Clinical Interviews. INTERSPEECH 2020: 437-441 - [c7]Patrick Kidger, James Morrill, James Foster, Terry J. Lyons:
Neural Controlled Differential Equations for Irregular Time Series. NeurIPS 2020 - [i22]Patrick Kidger, Terry J. Lyons:
Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU. CoRR abs/2001.00706 (2020) - [i21]Yue Wu, Hao Ni, Terrence J. Lyons, Robin L. Hudson:
Signature features with the visibility transformation. CoRR abs/2004.04006 (2020) - [i20]Patrick Kidger, James Morrill, James Foster, Terry J. Lyons:
Neural Controlled Differential Equations for Irregular Time Series. CoRR abs/2005.08926 (2020) - [i19]Patrick Kidger, James Morrill, Terry J. Lyons:
Generalised Interpretable Shapelets for Irregular Time Series. CoRR abs/2005.13948 (2020) - [i18]James Morrill, Adeline Fermanian, Patrick Kidger, Terry J. Lyons:
A Generalised Signature Method for Time Series. CoRR abs/2006.00873 (2020) - [i17]Thomas Cochrane, Peter Foster, Terry J. Lyons, Imanol Pérez Arribas:
Anomaly detection on streamed data. CoRR abs/2006.03487 (2020) - [i16]Maud Lemercier, Cristopher Salvi, Theodoros Damoulas, Edwin V. Bonilla, Terry J. Lyons:
Distribution Regression for Continuous-Time Processes via the Expected Signature. CoRR abs/2006.05805 (2020) - [i15]Hans Bühler, Blanka Horvath, Terry J. Lyons, Imanol Pérez Arribas, Ben Wood:
A Data-driven Market Simulator for Small Data Environments. CoRR abs/2006.14498 (2020) - [i14]Thomas Cass, Terry J. Lyons, Cristopher Salvi, Weixin Yang:
Computing the full signature kernel as the solution of a Goursat problem. CoRR abs/2006.14794 (2020) - [i13]Bo Wang, Yue Wu, Niall Taylor, Terry J. Lyons, Maria Liakata, Alejo J. Nevado-Holgado, Kate E. A. Saunders:
Learning to Detect Bipolar Disorder and Borderline Personality Disorder with Language and Speech in Non-Clinical Interviews. CoRR abs/2008.03408 (2020) - [i12]James Morrill, Patrick Kidger, Cristopher Salvi, James Foster, Terry J. Lyons:
Neural CDEs for Long Time Series via the Log-ODE Method. CoRR abs/2009.08295 (2020) - [i11]Patrick Kidger, Ricky T. Q. Chen, Terry J. Lyons:
"Hey, that's not an ODE": Faster ODE Adjoints with 12 Lines of Code. CoRR abs/2009.09457 (2020) - [i10]John Pougue Biyong, Bo Wang, Terry J. Lyons, Alejo J. Nevado-Holgado:
Information Extraction from Swedish Medical Prescriptions with Sig-Transformer Encoder. CoRR abs/2010.04897 (2020)
2010 – 2019
- 2019
- [c6]James Morrill, Andrey Kormilitzin, Alejo J. Nevado-Holgado, Sumanth Swaminathan, Sam Howison, Terry J. Lyons:
The Signature-Based Model for Early Detection of Sepsis From Electronic Health Records in the Intensive Care Unit. CinC 2019: 1-4 - [c5]Bo Wang, Maria Liakata, Hao Ni, Terry J. Lyons, Alejo J. Nevado-Holgado, Kate Saunders:
A Path Signature Approach for Speech Emotion Recognition. INTERSPEECH 2019: 1661-1665 - [c4]Patrick Kidger, Patric Bonnier, Imanol Pérez Arribas, Cristopher Salvi, Terry J. Lyons:
Deep Signature Transforms. NeurIPS 2019: 3099-3109 - [i9]Patric Bonnier, Patrick Kidger, Imanol Pérez Arribas, Cristopher Salvi, Terry J. Lyons:
Deep Signatures. CoRR abs/1905.08494 (2019) - [i8]Patrick Kidger, Terry J. Lyons:
Universal Approximation with Deep Narrow Networks. CoRR abs/1905.08539 (2019) - [i7]Jiawei Chang, Terry J. Lyons:
Insertion algorithm for inverting the signature of a path. CoRR abs/1907.08423 (2019) - [i6]Shujian Liao, Terry J. Lyons, Weixin Yang, Hao Ni:
Learning stochastic differential equations using RNN with log signature features. CoRR abs/1908.08286 (2019) - 2018
- [j5]Zecheng Xie, Zenghui Sun, Lianwen Jin, Hao Ni, Terry J. Lyons:
Learning Spatial-Semantic Context with Fully Convolutional Recurrent Network for Online Handwritten Chinese Text Recognition. IEEE Trans. Pattern Anal. Mach. Intell. 40(8): 1903-1917 (2018) - [c3]Daniel Wilson-Nunn, Terry J. Lyons, Anastasia Papavasiliou, Hao Ni:
A Path Signature Approach to Online Arabic Handwriting Recognition. ASAR 2018: 135-139 - [i5]Terry J. Lyons, Imanol Pérez Arribas:
Labelling as an unsupervised learning problem. CoRR abs/1805.03911 (2018) - 2017
- [i4]Weixin Yang, Terry J. Lyons, Hao Ni, Cordelia Schmid, Lianwen Jin, Jiawei Chang:
Leveraging the Path Signature for Skeleton-based Human Action Recognition. CoRR abs/1707.03993 (2017) - [i3]Terry J. Lyons, Harald Oberhauser:
Sketching the order of events. CoRR abs/1708.09708 (2017) - 2016
- [c2]Weixin Yang, Lianwen Jin, Hao Ni, Terry J. Lyons:
Rotation-free online handwritten character recognition using dyadic path signature features, hanging normalization, and deep neural network. ICPR 2016: 4083-4088 - [i2]Zecheng Xie, Zenghui Sun, Lianwen Jin, Hao Ni, Terry J. Lyons:
Learning Spatial-Semantic Context with Fully Convolutional Recurrent Network for Online Handwritten Chinese Text Recognition. CoRR abs/1610.02616 (2016) - 2015
- [i1]Wonjung Lee, Terry J. Lyons:
The adaptive patched cubature filter and its implementation. CoRR abs/1509.04239 (2015) - 2012
- [c1]Navonil Mustafee, Terry J. Lyons, Paul Rees, Lee Davies, Mark Ramsey, Michael D. Williams:
Planning of bed capacities in specialized and integrated care units: incorporating bed blockers in a simulation of surgical throughput. WSC 2012: 75:1-75:12
2000 – 2009
- 2002
- [j4]Dan Crisan, Terry J. Lyons:
Minimal Entropy Approximations and Optimal Algorithms. Monte Carlo Methods Appl. 8(4): 343-356 (2002)
1990 – 1999
- 1998
- [j3]Dan Crisan, Jessica G. Gaines, Terry J. Lyons:
Convergence of a Branching Particle Method to the Solution of the Zakai Equation. SIAM J. Appl. Math. 58(5): 1568-1590 (1998) - 1997
- [j2]Jessica G. Gaines, Terry J. Lyons:
Variable Step Size Control in the Numerical Solution of Stochastic Differential Equations. SIAM J. Appl. Math. 57(5): 1455-1484 (1997) - 1994
- [j1]Jessica G. Gaines, Terry J. Lyons:
Random Generation of Stochastic Area Integrals. SIAM J. Appl. Math. 54(4): 1132-1146 (1994)
Coauthor Index
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