Machine Learning Algorithms for Epilepsy Detection Based on Published EEG Databases: A Systematic Review.
Andreas MiltiadousKaterina D. TzimourtaNikolaos GiannakeasMarkos G. TsipourasEuripidis GlavasKonstantinos KalafatakisAlexandros T. TzallasPublished in: IEEE Access (2023)
Keyphrases
- machine learning algorithms
- systematic review
- databases
- empirical studies
- epileptic seizures
- benchmark data sets
- eeg signals
- learning algorithm
- machine learning
- machine learning methods
- decision trees
- healthy subjects
- eeg data
- random forests
- machine learning approaches
- learning problems
- predictive accuracy
- input features
- learning tasks
- machine learning systems
- learning models
- knowledge discovery
- temporal lobe epilepsy
- machine learning models
- brain activity
- data sets
- event related potentials
- standard machine learning algorithms
- transfer learning
- signal processing
- general purpose