Seizure detection using wearable sensors and machine learning: Setting a benchmark
Tang, Jianbin, El Atrache, Rima, Yu, Shuang, Asif, Umar, Jackson, Michele, Roy, Subhrajit, Mirmomeni, Mahtab, Cantley, Sarah, Sheehan, Theodore, Schubach, Sarah, Ufongene, Claire, Vieluf, Solveig, Meisel, Christian, Harrer, Stefan, Loddenkemper, Tobias·2021·Epilepsia
Cited by (145)
Items 101–145 of 145
- Epileptic seizure detection using heart rate variability from ambulatory ECG: a pseudoprospective studyLyra Li, Ewan Scott Nurse, David Bruce Grayden, Mark James Cook, Philippa J. Karoly · 2025 · Journal of Neural Engineering
- Improving wearable-based seizure prediction by feature fusion using growing networkTanuj Hasija, Maurice Kuschel, Michele C. Jackson, Stephanie Dailey, Henric Menne, Claus Reinsberger, Solveig Vieluf, Tobias Loddenkemper · 2025 · bioRxiv (Cold Spring Harbor Laboratory)
- Harnessing Machine Learning and Deep Learning for Improved Epileptic Seizure Detection: A ReviewAnmol Chaturvedi · 2023 · International Conference on Information Management & Machine Intelligence (ICIMMI)
- Enhancing Seizure Detection Through Deep Learning-Based Wearable DevicesDipin Raj, A J Jeevan, Rashaz Rafeeque, T S Rhishitha, Akshay S, K.P. Merry · 2024 · International Conference on Integrated Circuits, Communication, and Computing Systems (ICIC3S)
- Dual-Sensor Fusion for Real-Time Monitoring of Crystal Methamphetamine Withdrawal Symptoms Using Machine Learning and Gramian Angular FieldsOmar Amr, Ali Ahmed, Ayman Atia · 2025 · International Conference on New Trends in Computing Sciences (ICTCS)
- Evaluating multimodal autonomic correlations in pediatric epilepsy using wearable biosignalsFatemeh Mohammad Alizadeh Chafjiri, Tanuj Hasija, Emily Peter, Michele C. Jackson, Stephanie Dailey, Paulina Moehrle, Maurice Kuschel, Xingyan Liu, Olivia Mezheritsky, Lillian Voke et al. · 2026 · Epilepsia
- $$\Phi $$-OTDR event detection using image-based data transformation and deep learningMuhammet Cagri Yeke, Samil Sirin, Kıvılcım Yüksel, Abdurrahman Gümüş · 2026 · Pattern Analysis and Applications
- Automated seizure detection using wearable devices: updated systematic review and meta-analysis of tonic-clonic and focal seizure detectionSumeya Mohamed, Muhammad Farooq Shaikh, Davide Piaggio · 2026 · Frontiers in Bioengineering and Biotechnology
- Utilizing Gyroscope and Accelerometer for Self-Managed Crystal Methamphetamine Recovery and Private MonitoringAli Ahmed, Omar Amr, Ayman Atia · 2024 · International Mobile, Intelligent, and Ubiquitous Computing Conference (MIUCC)
- An explainable RSPWVD based EEG microstate sequence approach for scalp connectivity estimation and channel selection in patients with epilepsyJiawen Li, Guan Yuan Feng, Xi Ren, Ling Chen, Shuang Zhang, Yu Ping Qin, Jiujiang Wang, Yuanyu Yu, Xin Liu, Rongjun Chen · 2025 · Technology and Health Care
- What Can Technology Do for Autistic Spectrum Disorder People?Marina Jodra, V. Rodellar · 2022 · Lecture notes in computer science
- Hardware Design of a Smart Wristband Used for Epileptic Seizure DetectionHasan Smajić, Toni Duspara · 2022 · Lecture notes in networks and systems
- Anti-Oxidative Property of Pennisetum Glaucum (Poaceae) Supplement Contributes To Its Anti- Convulsant Activity In Pentylenetetrazole- Kindled Wistar RatsHD Muhammad, F.A. Dawud, Jamilu Ya’u, J Abdulazeez · 2022 · Neurology and Neuroscience
- Machine Learning Algorithm for Epileptic Seizure Prediction from Scalp EEG RecordsEsteban Avilés, Frank Britto, David Villaseca Pacheco, Carlos Zegarra, Francis Reyes · 2024 · World Congress on Medical Physics and Biomedical Engineering, September 7 - 12, 2009, Munich, Germany
- Technologies for Wearable Seizure Detection: A Systematic ReviewRhema Losli · 2024
- Beta waves monitoring for the prognosis of seizures in epileptic pediatric patientsJanya Jagan · 2024 · International Conference on Bio Signals, Images, and Instrumentation (ICBSII)
- Multi-parameter to single parameter: a systematic review of wearable sensor sensitivity in seizure detectionAyoub Imzilene, Ayoub Lansi, Abderahman Emidar · 2024 · British Journal of Neuroscience Nursing
- Advancements in Wearable Health Monitoring - Analyzing the Developments of Wearable Sensors and Machine Learning for Epileptic Seizure Detection to improve Athletic PerformanceMannat Dhir · 2024 · International Journal of Innovative Science and Research Technology (IJISRT)
- Batch-Balancing Improvement with Data Augmentation Techniques for Clinical Electroencephalographic DataDavid Fernández-Madera González, Fernando Moncada Martins, Víctor M. González, Jose Ramon Villar, Beatriz García López, Ana Isabel Gómez-Menéndez · 2024 · Lecture notes in computer science
- Future AIoT-Based Green Smart Cities Essential Role in Enhancement of Healthcare ServicesMahjoobe Nazari Chamazkoti, Inam Ullah, Sanjar Mirzaliev, Islam Md Monirul, Amin Sharafian, Hazrat Bilal · 2025 · Information systems engineering and management
- KI und Wearables für ein innovatives Patientenmanagement: Fokus epileptisches AnfallsmonitoringSolveig Vieluf, Christian Goelz, Paulina Moehrle, Tobias Loddenkemper · 2025 · Springer eBooks
- EEG-Based Seizure Detection: A Comparative Study of LSTM, GRU, CNN, and Capsule NetworksMahesh Kamble, Santosh D. Chede · 2025 · International Conference on Engineering Innovations and Technologies (ICoEIT)
- Fall Detection System for Seizure PatientsJahidul Karim Palash, Md Abu Naushad, Noor-E Sadman, Mohammad Rejwan Uddin, Mahady Hasan · 2025 · International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE)
- Multimodal Seizure Detection with Long-term Ambulatory ECG and Accelerometry DataLyra Li, Philippa J. Karoly, David Bruce Grayden, Mark James Cook, Ewan Scott Nurse · 2025 · medRxiv
- Seizure Detection using Hybrid Feature Fusion of Deep Learning ModelsAkshaya Ramesh, Siri Ganesh, S. Leeladithya, Asha. K · 2025 · International Conference on Mobile Networks and Wireless Communications (ICMNWC)
- Telemedicine in deep brain stimulationI. Daria Bogdan, Mark L. Kuijf, Yagna J. Pathak, Pieter Kubben · 2026 · Elsevier eBooks
- Epileptic seizure detection using Light-weight Deep Convolutional Neural Network model from EEG signalsKhairnar Dipali Bharat, Saroj Kumar Pandey, Manoj Kumar Ojha · 2025 · International Conference on Artificial Intelligence for Innovations in Healthcare Industries (ICAIIHI)
- Integrating Research into Capstone Projects: A Case Study of Dual-Instructor ApproachShangyue Zhu, Chunming Gao · 2026 · IEEE Annual Computing and Communication Workshop and Conference (CCWC)
- A Smart and Reliable Wearable Design for Seizure DetectionVasuki A, V. Akila, Rrashmi U, Seema S · 2026 · International Conference on Mobile Computing and Sustainable Informatics (ICMCSI)
- EpilepsyFormer: A Temporal Self-attention Framework Enhanced with Channel Dynamics for High-Fidelity EEG ClassificationKhaled Mahmoud Heba, Abbas Hassan Abbas Atya · 2026 · Journal of Disability Research
- Secured and trusted remote wireless health monitoring systems for assisted living of elderly peopleAymen Shaafi · 2021
- Epileptic seizure and anomaly detection in internet of medical thingsMostafa Gheryani · 2021
- Machine-learning methods for epilepsy diagnosis and therapeutic prevention: advances, setbacks, and opportunitiesNitu L. Wankhede, Saeed Alshahrani, Arifullah Mohammed, Brijesh Gulabrao Taksande, Aman Babanrao Upaganlawar, Milind Janrao Umekar, Spandana Rajendra Kopalli, Sushruta Koppula, Mayur Bhimrao Kale · 2026 · Neurological Sciences
- Multidimensional Hypergraph Fusion Network: A Novel Approach for Pediatric Seizure Detection Using Multimodal Physiological SignalsQi Weng, Lian Zhang, Duanpo Wu, Yuhan Gao, Tiejia Jiang, Yixuan Yuan, Xiaolong Ye, Chenggang Clarence Yan · 2026 · IEEE Internet of Things Journal
- Specialized neurological assessment techniquesVishal Verma · 2026 · Elsevier eBooks
- Digital twins. The future of personalized epilepsy careAlan Leviton, Tobias Loddenkemper · 2026 · Epilepsy & Behavior
- An edge-AI enabled wearable platform for real-time epileptic seizure detection with geolocated alertingFekadu Tsion, Kidist Dagnachew, Abdi Bekele · 2026 · BMC Biomedical Engineering
- Seizure forecasting: The long and winding road to clinical translationPhilippa J. Karoly, Rachel Elizabeth Stirling, Mark James Cook, Daniel M. Goldenholz, Maxime O. Baud, Vikram R. Rao, Solveig Vieluf, Benjamin H. Brinkmann · 2026 · Epilepsia
- Quality-Aware Multimodal Seizure Detection via Dynamic Motor Fusion and Autonomic GatingDinghan Hu, Ruinan Guo, Tiejia Jiang, Zhe-Feng Yuan, Jiuwen Cao, Xiaohui Lou · 2026 · IEEE Transactions on Instrumentation and Measurement
- A Preliminary Study on EEG and Wearable Based Seizure Detection Using Machine LearningDhriti Dhriti, Sazia Mahfuz, Esteve Hassan · 2026 · Procedia Computer Science
- Multimodal Brain Data and Deep Learning for Clinical Prediction in NeurologyYunhao Xie, Xueyin Ma, Peijia Wu, Yanan Dai · 2026 · Journal of Neuro and Oncology Research
- Wearable Sensor-Based Detection and Monitoring of Neurological DisordersMohammad Aves, I C Sharma, Neha Kandari, Vishakha Sharma, Rahul Kumar · 2026 · Advances in computational intelligence and robotics book series
- Machine learning-integrated wearable sensors for intelligent disease diagnosis and personalized healthcareZichao She, Lin Shi, Daizhu Xie, Fenghan Jiang, Chengyu Zhong, Zhen Cheng, Jin Shuning, Hongbo Xie, Yanwei Li, Jian Zhou · 2026 · Chemical Engineering Journal
- Next‐Generation Brain Health Monitoring Enabled by Integrated Wearable AI InfrastructureM. Abul Masrur, Bangul Khan, Rana Talha Khalid, Sumaira, Saad Abdullah · 2026 · Smart Medicine
- Performance of the NightWatch seizure detection device on the leg compared to the standard arm placement: A pilot studyMegan Krom, Eefke M. Lemmen, Silvia Evers, R.H.C. Lazeron, Marian Majoie, Roland D. Thijs, Johannes Petrus van Dijk · 2026 · Epilepsy & Behavior Reports