Seizure pathways: A model-based investigation. - Philippa J. Karoly; Levin Kuhlmann; Daniel Soudry; David B. Grayden; Mark J. Cook; Dean R. Freestone (PLoS Comput. Biol., 2018)

A Convolutional Neural Network Model for Decoding EEG signals in a Hand-Squeeze Task1. - Andi Partovi; Farhad Goodarzy; Ewan S. Nurse; Philippa J. Karoly; Dean Freeston; Mark J. Cook; Anthony N. Burkitt; David B. Grayden (BCI, 2020)

Individualized seizure cluster prediction using machine learning and ambulatory intracranial EEG. - Krishnakant V. Saboo; Yurui Cao; Václav Kremen; Vladimir Sladky; Nicholas M. Gregg; Paul M. Arnold; Philippa J. Karoly; Dean R. Freestone; Mark J. Cook; Gregory A. Worrell; Ravishankar K. Iyer (BIBM, 2022)

Space-time resolved inference-based neurophysiological process imaging: Application to resting-state alpha rhythm. - Yun Zhao; Mario Boley; Andria Pelentritou; Philippa J. Karoly; Dean R. Freestone; Yueyang Liu; Suresh D. Muthukumaraswamy; William Woods; David T. J. Liley; Levin Kuhlmann (NeuroImage, 2022)

Model Parameter Estimation As Features to Predict the Duration of Epileptic Seizures From Onset. - Yueyang Liu; Siqi Xia; Artemio Soto-Breceda; Philippa J. Karoly; Mark J. Cook; David B. Grayden; Daniel Schmidt; Levin Kuhlmann (EMBC, 2023)

A Transfer Learning-based Model for Individualized Clustered Seizure Prediction Using Intracranial EEG. - Yurui Cao; Krishnakant V. Saboo; Václav Kremen; Vladimir Sladky; Nicholas M. Gregg; Paul M. Arnold; Suguna Pappu; Philippa J. Karoly; Dean R. Freestone; Mark J. Cook; Gregory A. Worrell; Ravishankar K. Iyer (NER, 2023)

Forecasting events in multidimensional electroencephalographic brain data: Application to epileptic seizure prediction. - Yueyang Liu; Artemio Soto-Breceda; Mark J. Cook; Philippa J. Karoly; David B. Grayden; Levin Kuhlmann; Dean R. Freestone; Daniel Schmidt (FUSION, 2024)

Inference-based time-resolved chaos analysis of brain models: application to focal epilepsy. - Yun Zhao; David B. Grayden; Mario Boley; Yueyang Liu; Philippa J. Karoly; Mark J. Cook; Levin Kuhlmann (FUSION, 2024)

State space modeling of multidien cyclical progression of epilepsy. - Krishnakant V. Saboo; Yurui Cao; Václav Kremen; Suguna Pappu; Philippa J. Karoly; Dean R. Freestone; Mark J. Cook; Gregory A. Worrell; Ravishankar K. Iyer (ML4H@NeurIPS, 2024)