Publications

Non-linear dynamic state-space network modeling for decoding neurodegeneration

Venkata C Chirumamilla, Chi Wang Ip, Martin Reich, Robert Peach, Jens Volkmann, Bahman Nasseroleslami, Muthuraman Muthuraman

Implicit Gaussian process representation of vector fields over arbitrary latent manifolds

Robert Peach, Matteo Vinao-Carl, Nir Grossman, Michael David, Emma Mallas, David Sharp, Paresh Malhotra, Pierre Vandergheynst, Adam Gosztolai

Algorithm xxx: PyGenStability, a multiscale community detection with generalized Markov Stability

Alexis Arnaudon, Dominik J Schindler, Robert L Peach, Adam Gosztolai, Maxwell Hodges, Michael T Schaub, Mauricio Barahona

Wavelet-based bracketing, time--frequency beta burst detection: new insights in Parkinson's disease

Tanmoy Sil, Ibrahem Hanafi, Hazem Eldebakey, Chiara Palmisano, Jens Volkmann, Muthuraman Muthuraman, Martin M Reich, Robert Peach

Visual perceptive deep learning for smartphone video-based tremor analysis: VIPER-Tremor

Maximilian Friedrich, Anna-Julia Roenn, Chiara Palmisano, Jane Alty, Steffen Paschen, Guenther Deuschl, Chi Wang Ip, Jens Volkmann, Muthuraman Muthuraman, Robert Peach, Others

Smartphone video nystagmography using convolutional neural networks: ConVNG

Maximilian U Friedrich, Erich Schneider, Miriam Buerklein, Johannes Taeger, Johannes Hartig, Jens Volkmann, Robert Peach, Daniel Zeller

Quantitative assessment of head movement dynamics in dystonia using visual perceptive deep learning: a multi-centre retrospective longitudinal cohort study

Robert Peach, Maximilian Friedrich, Lara Fronemann, Muthuraman Muthuraman, Sebastian R Schreglmann, Daniel Zeller, Christoph Schrader, Joachim Krauss, Alfons Schnitzler, Matthias Wittstock, Others

Machine versus physician-based programming of deep brain stimulation in isolated dystonia: A feasibility study

Florian Lange, Carolina Soares, Jonas Roothans, Rita Raimundo, Hazem Eldebakey, Benedikt Weigl, Robert Peach, Christine Daniels, Thomas Musacchio, Jens Volkmann, Others

Machine learning in tremor analysis: critique and directions

Anwesan De, Kailash P Bhatia, Jens Volkmann, Robert Peach, Sebastian R Schreglmann

Kernel-based joint independence tests for multivariate stationary and non-stationary time series

Zhaolu Liu, Robert L Peach, Felix Laumann, Sara Vallejo Mengod, Mauricio Barahona

Interpretable statistical representations of neural population dynamics and geometry

Adam Gosztolai, Robert L Peach, Alexis Arnaudon, Mauricio Barahona, Pierre Vandergheynst

Interaction Measures, Partition Lattices and Kernel Tests for High-Order Interactions

Zhaolu Liu, Robert Peach, Pedro AM Mediano, Mauricio Barahona

Functionally annotated electrophysiological neuromarkers of healthy ageing and memory function

Tibor Auer, Robin Goldthorpe, Robert Peach, Henry Hebron, Ines R Violante

Distinct phenotypes of stimulation-induced dysarthria represent different cortical networks in STN-DBS

Florian Lange, Hazem Eldebakey, Alexandra Hilgenberg, Benedikt Weigl, Marie Eckert, Angela DeSunda, Hermann Neugebauer, Robert Peach, Jonas Roothans, Jens Volkmann, Others

A unified framework for Simplicial Kuramoto models

Marco Nurisso, Alexis Arnaudon, Maxime Lucas, Robert L Peach, Paul Expert, Francesco Vaccarino, Giovanni Petri

Transcranial ultrasound stimulation to human middle temporal complex improves visual motion detection and modulates electrophysiological responses

Christopher R Butler, Edward Rhodes, Joseph Blackmore, Xinghao Cheng, Robert L Peach, Michele Veldsman, Fintan Sheerin, Robin O Cleveland

Relative, local and global dimension in complex networks

Robert Peach, Alexis Arnaudon, Mauricio Barahona

Prediction of hospital-onset COVID-19 infections using dynamic networks of patient contact: an international retrospective cohort study

Ashleigh Myall, James R Price, Robert L Peach, Mohamed Abbas, Sid Mookerjee, Nina Zhu, Isa Ahmad, Damien Ming, Farzan Ramzan, Daniel Teixeira, Others

Connecting Hodge and Sakaguchi-Kuramoto through a mathematical framework for coupled oscillators on simplicial complexes

Alexis Arnaudon, Robert L Peach, Giovanni Petri, Paul Expert

Understanding learner behaviour in online courses with Bayesian modelling and time series characterisation

Robert L Peach, Sam F Greenbury, Iain G Johnston, Sophia N Yaliraki, David J Lefevre, Mauricio Barahona

The evolution of dystonia-like movements in TOR1A rats after transient nerve injury is accompanied by dopaminergic dysregulation and abnormal oscillatory activity of a central motor network

Susanne Knorr, Lisa Rauschenberger, Uri Ramirez Pasos, Maximilian U Friedrich, Robert L Peach, Kathrin Grundmann-Hauser, Thomas Ott, Aet O'Leary, Andreas Reif, Philip Tovote, Others

Repurposed floxacins targeting RSK4 prevent chemoresistance and metastasis in lung and bladder cancer

Stelios Chrysostomou, Rajat Roy, Filippo Prischi, Lucksamon Thamlikitkul, Kathryn L Chapman, Uwais Mufti, Robert Peach, Laifeng Ding, David Hancock, Christopher Moore, Others

Non-invasive suppression of essential tremor via phase-locked disruption of its temporal coherence

Sebastian R Schreglmann, David Wang, Robert L Peach, Junheng Li, Xu Zhang, Anna Latorre, Edward Rhodes, Emanuele Panella, Antonino M Cassara, Edward S Boyden, Others

Network memory in the movement of hospital patients carrying antimicrobial-resistant bacteria

Ashleigh C Myall, Robert L Peach, Andrea Y Weiße, Siddharth Mookerjee, Frances Davies, Alison Holmes, Mauricio Barahona

Listening to mental health crisis needs at scale: using natural language processing to understand and evaluate a mental health crisis text messaging service

Zhaolu Liu, Robert L Peach, Emma L Lawrance, Ariele Noble, Mark a Ungless, Mauricio Barahona

Informing antimicrobial management in the context of COVID-19: understanding the longitudinal dynamics of C-reactive protein and procalcitonin

Damien K Ming, Ashleigh C Myall, Bernarnd Hernandez, Andrea Y Weiße, Robert L Peach, Mauricio Barahona, Timothy M Rawson, Alison H Holmes

HCGA: Highly comparative graph analysis for network phenotyping

Robert L Peach, Alexis Arnaudon, Julia a Schmidt, Henry a Palasciano, Nathan R Bernier, Kim E Jelfs, Sophia N Yaliraki, Mauricio Barahona

Semi-supervised classification on graphs using explicit diffusion dynamics

Robert Peach, Alexis Arnaudon, Mauricio Barahona

Scale-dependent measure of network centrality from diffusion dynamics

Alexis Arnaudon, Robert L Peach, Mauricio Barahona

Data-driven modelling and characterisation of task completion sequences in online courses

Robert L Peach, Sam F Greenbury, Iain G Johnston, Sophia N Yaliraki, David Lefevre, Mauricio Barahona

Unsupervised graph-based learning predicts mutations that alter protein dynamics

Robert L Peach, Dominik Saman, Sophia N Yaliraki, David R Klug, Liming Ying, Keith R Willison, Mauricio Barahona

Detection of Drug Binding to a Target Protein Using EVV 2DIR Spectroscopy

Hugh Sowley, ZhiQiang Liu, Julia Davies, Robert Peach, Rui Guo, Sophie Sim, FengQin Long, Geoffrey Holdgate, Keith Willison, Wei Zhuang, Others

Data-driven unsupervised clustering of online learner behaviour

Robert L Peach, Sophia N Yaliraki, David Lefevre, Mauricio Barahona