Machine learning and wearable devices of the future

Electrocardiographic changes associated with epilepsy beyond heart rate and their utilization in future seizure detection and forecasting methods

(2020) Claire Ufongene et al.   CLINICAL NEUROPHYSIOLOGY

Forecasting cycles of seizure likelihood

(2020) Philippa J. Karoly et al.   EPILEPSIA

Computer-assisted estimation of interictal discharge burden in idiopathic generalized epilepsy

(2020) Dominique Eden et al.   EPILEPSY & BEHAVIOR

Ictal quantitative surface electromyography correlates with postictal EEG suppression

(2020) Anca A. Arbune et al.   NEUROLOGY

Critical slowing down as a biomarker for seizure susceptibility

(2020) Matias I. Maturana et al.   Nature Communications

Non-electroencephalography-based seizure detection

(2019) Sándor Beniczky et al.   CURRENT OPINION IN NEUROLOGY

Multimodal wrist-worn devices for seizure detection and advancing research: Focus on the Empatica wristbands

(2019) Giulia Regalia et al.   EPILEPSY RESEARCH

Brain-responsive neurostimulation for epilepsy (RNS® System)

(2019) Tara L. Skarpaas et al.   EPILEPSY RESEARCH

Accidental injuries in patients with generalized tonic–clonic seizures. A multicenter, observational, cross-sectional study (QUIN-GTC study)

(2019) Xavier Salas-Puig et al.   EPILEPSY & BEHAVIOR

Deep-learning for seizure forecasting in canines with epilepsy

(2019) Petr Nejedly et al.   Journal of Neural Engineering

Is there a benefit to patients using wearable devices such as Fitbit or Health Apps on Mobiles?: A systematic review

(2019) Ara Jo et al.   AMERICAN JOURNAL OF MEDICINE

Prediction of antiepileptic drug treatment outcomes of patients with newly diagnosed epilepsy by machine learning

(2019) Lijun Yao et al.   EPILEPSY & BEHAVIOR

Identifying signal-dependent information about the preictal state: A comparison across ECoG, EEG and EKG using deep learning

(2019) Christian Meisel et al.   EBioMedicine

Machine learning applications in epilepsy

(2019) Bardia Abbasi et al.   EPILEPSIA

Seizure detection based on heart rate variability using a wearable electrocardiography device

(2019) Jesper Jeppesen et al.   EPILEPSIA

Ultra‐long‐term subcutaneous home monitoring of epilepsy—490 days of EEG from nine patients

(2019) Sigge Weisdorf et al.   EPILEPSIA

Computer-assisted EEG diagnostic review for idiopathic generalized epilepsy

(2019) Shannon Clarke et al.   EPILEPSY & BEHAVIOR

Efficient Epileptic Seizure Prediction Based on Deep Learning

(2019) Hisham Daoud et al.   IEEE Transactions on Biomedical Circuits and Systems

A fast machine learning approach to facilitate the detection of interictal epileptiform discharges in the scalp electroencephalogram

(2019) Elham Bagheri et al.   JOURNAL OF NEUROSCIENCE METHODS

Randomized Trial of Three Anticonvulsant Medications for Status Epilepticus

(2019) Jaideep Kapur et al.   NEW ENGLAND JOURNAL OF MEDICINE

Development of Expert-Level Automated Detection of Epileptiform Discharges During Electroencephalogram Interpretation

(2019) Jin Jing et al.   JAMA Neurology

Clinical risk factors in SUDEP

(2019) Olafur Sveinsson et al.   NEUROLOGY

Standards for testing and clinical validation of seizure detection devices

(2018) Sándor Beniczky et al.   EPILEPSIA

Seizure detection using scalp-EEG

(2018) Christoph Baumgartner et al.   EPILEPSIA

Common data elements for epilepsy mobile health systems

(2018) Daniel M. Goldenholz et al.   EPILEPSIA

Wearable technology in epilepsy: The views of patients, caregivers, and healthcare professionals

(2018) Elisa Bruno et al.   EPILEPSY & BEHAVIOR

High similarity between EEG from subcutaneous and proximate scalp electrodes in patients with temporal lobe epilepsy

(2018) Sigge Weisdorf et al.   JOURNAL OF NEUROPHYSIOLOGY

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

(2018) Christian E Elger et al.   LANCET NEUROLOGY

Automated real-time detection of tonic-clonic seizures using a wearable EMG device

(2018) Sándor Beniczky et al.   NEUROLOGY

Multi-day rhythms modulate seizure risk in epilepsy

(2018) Maxime O. Baud et al.   Nature Communications

Seizure Prediction Is Possible–Now Let's Make It Practical

(2018) William C. Stacey   EBioMedicine

Circadian and circaseptan rhythms in human epilepsy: a retrospective cohort study

(2018) Philippa J Karoly et al.   LANCET NEUROLOGY

Seizure prediction — ready for a new era

(2018) Levin Kuhlmann et al.   Nature Reviews Neurology

Patient-specific seizure prediction based on heart rate variability and recurrence quantification analysis

(2018) Lucia Billeci et al.   PLoS One

Predicting drug-resistant epilepsy — A machine learning approach based on administrative claims data

(2018) Sungtae An et al.   EPILEPSY & BEHAVIOR

Multimodal nocturnal seizure detection in a residential care setting

(2018) Johan Arends et al.   NEUROLOGY

Gauging seizure risk

(2018) Maxime O. Baud et al.   NEUROLOGY

Multicenter clinical assessment of improved wearable multimodal convulsive seizure detectors

(2017) Francesco Onorati et al.   EPILEPSIA

Operational classification of seizure types by the International League Against Epilepsy: Position Paper of the ILAE Commission for Classification and Terminology

(2017) Robert S. Fisher et al.   EPILEPSIA

Intracranial EEG fluctuates over months after implanting electrodes in human brain

(2017) Hoameng Ung et al.   Journal of Neural Engineering

Towards a smart medical home

(2017) Evan D Muse et al.   LANCET

Crowdsourcing reproducible seizure forecasting in human and canine epilepsy

(2016) Benjamin H. Brinkmann et al.   BRAIN

Quantitative analysis of surface electromyography: Biomarkers for convulsive seizures

(2016) Sándor Beniczky et al.   CLINICAL NEUROPHYSIOLOGY

Temporal behavior of seizures and interictal bursts in prolonged intracranial recordings from epileptic canines

(2016) Hoameng Ung et al.   EPILEPSIA

Automated non-EEG based seizure detection: Do users have a say?

(2016) Anouk Van de Vel et al.   EPILEPSY & BEHAVIOR

Patient-centered design criteria for wearable seizure detection devices

(2016) Anup D. Patel et al.   EPILEPSY & BEHAVIOR

Changing the approach to treatment choice in epilepsy using big data

(2016) Orrin Devinsky et al.   EPILEPSY & BEHAVIOR

Seizure prediction for therapeutic devices: A review

(2016) Kais Gadhoumi et al.   JOURNAL OF NEUROSCIENCE METHODS

Patient and caregiver view on seizure detection devices: A survey study

(2016) Diego F. Tovar Quiroga et al.   SEIZURE-EUROPEAN JOURNAL OF EPILEPSY

Multimodal data and machine learning for surgery outcome prediction in complicated cases of mesial temporal lobe epilepsy

(2015) Negar Memarian et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Mining continuous intracranial EEG in focal canine epilepsy: Relating interictal bursts to seizure onsets

(2015) Kathryn A. Davis et al.   EPILEPSIA

Novel techniques for automated seizure registration: Patients' wants and needs

(2015) Christian Hoppe et al.   EPILEPSY & BEHAVIOR

Collaborating and Sharing Data in Epilepsy Research

(2015) Joost B. Wagenaar et al.   JOURNAL OF CLINICAL NEUROPHYSIOLOGY

Deep learning

(2015) Yann LeCun et al.   NATURE

A prospective, multicenter study of cardiac-based seizure detection to activate vagus nerve stimulation

(2015) Paul Boon et al.   SEIZURE-EUROPEAN JOURNAL OF EPILEPSY

Epileptic seizure predictors based on computational intelligence techniques: A comparative study with 278 patients

(2014) César Alexandre Teixeira et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Quantitative analysis of surface electromyography during epileptic and nonepileptic convulsive seizures

(2014) Sándor Beniczky et al.   EPILEPSIA

Detection of generalized tonic-clonic seizures by a wireless wrist accelerometer: A prospective, multicenter study

(2013) Sándor Beniczky et al.   EPILEPSIA

Prediction of seizure likelihood with a long-term, implanted seizure advisory system in patients with drug-resistant epilepsy: a first-in-man study

(2013) Mark J Cook et al.   LANCET NEUROLOGY

The EPILEPSIAE database: An extensive electroencephalography database of epilepsy patients

(2012) Juliane Klatt et al.   EPILEPSIA

Convulsive seizure detection using a wrist-worn electrodermal activity and accelerometry biosensor

(2012) Ming-Zher Poh et al.   EPILEPSIA

Statistical validation of event predictors: A comparative study based on the field of seizure prediction

(2011) Hinnerk Feldwisch-Drentrup et al.   PHYSICAL REVIEW E

Views of patients with epilepsy on seizure prediction devices

(2010) Andreas Schulze-Bonhage et al.   EPILEPSY & BEHAVIOR

Patient-Specific Early Seizure Detection From Scalp Electroencephalogram

(2010) Georgiy R. Minasyan et al.   JOURNAL OF CLINICAL NEUROPHYSIOLOGY

A common strategy and database to compare the performance of seizure prediction algorithms

(2009) Bjoern Schelter et al.   EPILEPSY & BEHAVIOR