Machine learning and wearable devices of the future
Abstract Machine learning (ML) is increasingly recognized as a useful tool in healthcare
applications, including epilepsy. One of the most important applications of ML in epilepsy is …
applications, including epilepsy. One of the most important applications of ML in epilepsy is …
Seizure detection using wearable sensors and machine learning: Setting a benchmark
Objective Tracking seizures is crucial for epilepsy monitoring and treatment evaluation.
Current epilepsy care relies on caretaker seizure diaries, but clinical seizure monitoring may …
Current epilepsy care relies on caretaker seizure diaries, but clinical seizure monitoring may …
An overview of EEG-based machine learning methods in seizure prediction and opportunities for neurologists in this field
B Maimaiti, H Meng, Y Lv, J Qiu, Z Zhu, Y Xie, Y Li… - Neuroscience, 2022 - Elsevier
The unpredictability of epileptic seizures is one of the most problematic aspects of the field of
epilepsy. Methods or devices capable of detecting seizures minutes before they occur may …
epilepsy. Methods or devices capable of detecting seizures minutes before they occur may …
EEG datasets for seizure detection and prediction—A review
Electroencephalogram (EEG) datasets from epilepsy patients have been used to develop
seizure detection and prediction algorithms using machine learning (ML) techniques with …
seizure detection and prediction algorithms using machine learning (ML) techniques with …
Machine learning for predicting epileptic seizures using EEG signals: A review
With the advancement in artificial intelligence (AI) and machine learning (ML) techniques,
researchers are striving towards employing these techniques for advancing clinical practice …
researchers are striving towards employing these techniques for advancing clinical practice …
Automated seizure detection using wearable devices: a clinical practice guideline of the International League Against Epilepsy and the International Federation of …
S Beniczky, S Wiebe, J Jeppesen, WO Tatum… - Clinical …, 2021 - Elsevier
The objective of this clinical practice guideline (CPG) is to provide recommendations for
healthcare personnel working with patients with epilepsy, on the use of wearable devices for …
healthcare personnel working with patients with epilepsy, on the use of wearable devices for …
Non-invasive wearable seizure detection using long–short-term memory networks with transfer learning
Objective. The detection of seizures using wearable devices would improve epilepsy
management, but reliable detection of seizures in an ambulatory environment remains …
management, but reliable detection of seizures in an ambulatory environment remains …
[Retracted] EEG‐Based Epileptic Seizure Detection via Machine/Deep Learning Approaches: A Systematic Review
I Ahmad, X Wang, M Zhu, C Wang, Y Pi… - Computational …, 2022 - Wiley Online Library
Epileptic seizure is one of the most chronic neurological diseases that instantaneously
disrupts the lifestyle of affected individuals. Toward developing novel and efficient …
disrupts the lifestyle of affected individuals. Toward developing novel and efficient …
[HTML][HTML] Interpreting deep learning models for epileptic seizure detection on EEG signals
Abstract While Deep Learning (DL) is often considered the state-of-the art for Artificial Intel-
ligence-based medical decision support, it remains sparsely implemented in clinical practice …
ligence-based medical decision support, it remains sparsely implemented in clinical practice …
[HTML][HTML] Personalized seizure detection using logistic regression machine learning based on wearable ECG-monitoring device.
J Jeppesen, J Christensen, P Johansen, S Beniczky - Seizure, 2023 - Elsevier
Purpose Wearable automated detection devices of focal epileptic seizures are needed to
alert patients and caregivers and to optimize the medical treatment. Heart rate variability …
alert patients and caregivers and to optimize the medical treatment. Heart rate variability …
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