Machine learning applications in epilepsy

B Abbasi, DM Goldenholz - Epilepsia, 2019 - Wiley Online Library
Abstract Machine learning leverages statistical and computer science principles to develop
algorithms capable of improving performance through interpretation of data rather than …

Diagnostic challenges in epilepsy: seizure under-reporting and seizure detection

CE Elger, C Hoppe - The Lancet Neurology, 2018 - thelancet.com
Epileptic seizures vary greatly in clinical phenomenology and can markedly affect the
patient's quality of life. As therapeutic interventions focus on reduction or elimination of …

A forward-looking review of seizure prediction

DR Freestone, PJ Karoly, MJ Cook - Current opinion in neurology, 2017 - journals.lww.com
We conclude the review with an exercise in wishful thinking, which asks what the ideal
seizure prediction dataset would look like and how these data should be manipulated to …

Multimodal nocturnal seizure detection in a residential care setting: a long-term prospective trial

J Arends, RD Thijs, T Gutter, C Ungureanu… - Neurology, 2018 - AAN Enterprises
Objective To develop and prospectively evaluate a method of epileptic seizure detection
combining heart rate and movement. Methods In this multicenter, in-home, prospective …

Laelaps: An energy-efficient seizure detection algorithm from long-term human iEEG recordings without false alarms

A Burrello, L Cavigelli, K Schindler… - … , Automation & Test …, 2019 - ieeexplore.ieee.org
We propose Laelaps, an energy-efficient and fast learning algorithm with no false alarms for
epileptic seizure detection from long-term intracranial electroencephalography (iEEG) …

Multimodal seizure detection: A review

FSS Leijten, Dutch TeleEpilepsy Consortium… - …, 2018 - Wiley Online Library
A review is given on the combined use of multiple modalities in non electroencephalography
(EEG)‐based detection of motor seizures in children and adults. A literature search of …

Hypoxemia following generalized convulsive seizures: risk factors and effect of oxygen therapy

S Rheims, BM Alvarez, V Alexandre, J Curot… - Neurology, 2019 - AAN Enterprises
Objective To analyze the factors that determine the occurrence or severity of postictal
hypoxemia in the immediate aftermath of a generalized convulsive seizure (GCS). Methods …

Autonomic nervous system changes detected with peripheral sensors in the setting of epileptic seizures

S Vieluf, C Reinsberger, R El Atrache, M Jackson… - Scientific reports, 2020 - nature.com
A better understanding of the early detection of seizures is highly desirable as identification
of an impending seizure may afford improved treatments, such as antiepileptic drug …

Ictal autonomic changes as a tool for seizure detection: a systematic review

A van Westrhenen, T De Cooman… - Clinical Autonomic …, 2019 - Springer
Purpose Adequate epileptic seizure detection may have the potential to minimize seizure-
related complications and improve treatment evaluation. Autonomic changes often precede …

Noninvasive detection of focal seizures in ambulatory patients

P Ryvlin, L Cammoun, I Hubbard, F Ravey… - …, 2020 - Wiley Online Library
Reliably detecting focal seizures without secondary generalization during daily life activities,
chronically, using convenient portable or wearable devices, would offer patients with active …