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 …
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 …
patient's quality of life. As therapeutic interventions focus on reduction or elimination of …
A forward-looking review of seizure prediction
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 …
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
Objective To develop and prospectively evaluate a method of epileptic seizure detection
combining heart rate and movement. Methods In this multicenter, in-home, prospective …
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
We propose Laelaps, an energy-efficient and fast learning algorithm with no false alarms for
epileptic seizure detection from long-term intracranial electroencephalography (iEEG) …
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 …
(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 …
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 …
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 …
related complications and improve treatment evaluation. Autonomic changes often precede …
Noninvasive detection of focal seizures in ambulatory patients
Reliably detecting focal seizures without secondary generalization during daily life activities,
chronically, using convenient portable or wearable devices, would offer patients with active …
chronically, using convenient portable or wearable devices, would offer patients with active …