Dynamic training of a novelty classifier algorithm for real-time detection of early seizure onset - Ehrens, Daniel; Cervenka, Mackenzie C.; Bergey, Gregory K.; Jouny, Christophe C. (Clinical neurophysiology, 2022)
Keywords: Adult; Dynamic learning algorithm; Early seizure-onset detection; Electroencephalography - methods; Electroencephalography - standards; Epilepsy - diagnosis; Epilepsy - physiopathology; Female; Humans; Male; Middle Aged; Neurology; Novelty classifier; One-class SVM; Real-time seizure detection; Seizures - diagnosis; Seizures - physiopathology; Sensitivity and Specificity; Support Vector Machine; One-class SVM; FP/hr; NEEA; TPr; Real-time seizure detection; Early seizure-onset detection; FP; SVM; EMU; TP; Novelty classifier; Dynamic learning algorithm; False Positives Per Hour; Support Vector Machine; Epilepsy Monitoring Unit; Non-Evolving Epileptiform Activity; True Positive; True Positive Rate; False Positive