Levin Kuhlmann

Machine Learning for Predicting Epileptic Seizures Using EEG Signals: A Review.

Khansa Rasheed, Adnan Qayyum, Junaid Qadir, Shobi Sivathamboo, Patrick Kwan, Levin Kuhlmann, Terence O'Brien, Adeel Razi

Journal article  |  2021  |  IEEE Reviews in Biomedical Engineering

With the advancement in artificial intelligence (AI) and machine learning (ML) techniques, researchers are striving towards employ..

Identifying seizure risk factors: A comparison of sleep, weather, and temporal features using a Bayesian forecast

Daniel E Payne, Katrina L Dell, Phillipa J Karoly, Vaclav Kremen, Vaclav Gerla, Levin Kuhlmann, Gregory A Worrell, Mark J Cook, David B Grayden, Dean R Freestone

Journal article  |  2020  |  Epilepsia

OBJECTIVE: Most seizure forecasting algorithms have relied on features specific to electroencephalographic recordings. Environment..

Towards a comprehensive pipeline to identify and functionally annotate long noncoding RNA (lncRNA).

Yashpal Ramakrishnaiah, Levin Kuhlmann, Sonika Tyagi

Journal article  |  2020  |  Computers in Biology and Medicine

Long noncoding RNAs (lncRNAs) are implicated in various genetic diseases and cancer, attributed to their critical role in gene reg..

A taxonomy of seizure dynamotypes

Maria Luisa Saggio, Dakota Crisp, Jared M Scott, Philippa Karoly, Levin Kuhlmann, Mitsuyoshi Nakatani, Tomohiko Murai, Matthias Duempelmann, Andreas Schulze-Bonhage, Akio Ikeda, Mark Cook, Stephen Gliske, Jack Lin, Christophe Bernard, Viktor Jirsa, William C Stacey

Journal article  |  2020  |  eLife

Seizures are a disruption of normal brain activity present across a vast range of species and conditions. We introduce an organizi..

Critical slowing down as a biomarker for seizure susceptibility.

Matias I Maturana, Christian Meisel, Katrina Dell, Philippa J Karoly, Wendyl D'Souza, David B Grayden, Anthony N Burkitt, Premysl Jiruska, Jan Kudlacek, Jaroslav Hlinka, Mark J Cook, Levin Kuhlmann, Dean R Freestone

Journal article  |  2020  |  Nature Communications

The human brain has the capacity to rapidly change state, and in epilepsy these state changes can be catastrophic, resulting in lo..

Source-level Cortical Power Changes for Xenon and Nitrous Oxide-induced Reductions in Consciousness in Healthy Male Volunteers

Andria Pelentritou, Levin Kuhlmann, John Cormack, Will Woods, Suresh Muthukumaraswamy, David Liley

Journal article  |  2020  |  Anesthesiology

WHAT WE ALREADY KNOW ABOUT THIS TOPIC: Xenon and nitrous oxide are high-affinity N-methyl-D-aspartate receptor antagonistsStepwise..

Forecasting cycles of seizure likelihood

Philippa J Karoly, Mark J Cook, Matias Maturana, Ewan S Nurse, Daniel Payne, Benjamin H Brinkmann, David B Grayden, Sonya B Dumanis, Mark P Richardson, Greg A Worrell, Andreas Schulze-Bonhage, Levin Kuhlmann, Dean R Freestone

Journal article  |  2020  |  Epilepsia

Objective Seizure unpredictability is rated as one of the most challenging aspects of living with epilepsy. Seizure likelihood can..

Ensembling crowdsourced seizure prediction algorithms using long-term human intracranial EEG

Chip Reuben, Philippa Karoly, Dean R Freestone, Andriy Temko, Alexandre Barachant, Feng Li, Gilberto Titericz, Brian W Lang, Daniel Lavery, Kelly Roman, Derek Broadhead, Gareth Jones, Qingnan Tang, Irina Ivanenko, Oleg Panichev, Timothee Proix, Michal Nahlik, Daniel B Grunberg, David B Grayden, Mark J Cook, et al.

Journal article  |  2020  |  Epilepsia

Seizure prediction is feasible, but greater accuracy is needed to make seizure prediction clinically viable across a large group o..

Self-organising Neural Network Hierarchy

S Borgohain, G Kowadlo, D Rawlinson, C Bergmeir, K Loo, H Rangarajan, L Kuhlmann

Conference Proceedings  |  2020  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Epileptic Seizure Forecasting With Generative Adversarial Networks

Nhan Duy Truong, Levin Kuhlmann, Mohammad Reza Bonyadi, Damien Querlioz, Luping Zhou, Omid Kavehei

Journal article  |  2019  |  IEEE Access