Differentiation between Epileptic and Psychogenic Nonepileptic Seizures in Electroencephalogram Using Wavelets and Support-Vector Machines.
Kauê Reis dos SantosMiguel Angelo de Abreu de SousaSara Dereste SantosRicardo PiresSigride Thome-SouzaPublished in: Appl. Artif. Intell. (2022)
Keyphrases
- epileptic seizures
- eeg signals
- support vector
- signal processing
- learning machines
- large margin classifiers
- brain activity
- support vector machine
- wavelet transform
- multiresolution
- kernel function
- logistic regression
- generalization ability
- loss function
- brain computer interface
- image processing
- healthy subjects
- kernel methods
- cross validation
- classification accuracy
- soft margin
- event related potentials
- hyperplane
- eeg data
- generalization bounds
- maximum margin
- pattern recognition
- multiscale
- multi class classification
- support vectors
- radial basis function
- electrical activity
- training data
- brain signals
- feature extraction