2014 · 11 citations · 18 references
MedicineElectrical EngineeringBiomedical Signal ProcessingElectrophysiologyTime Series AnalysisElectroencephalogram AnalysisElectroencephalographyEvent-related PotentialsSeizure ClassificationStatus EpilepticusTime Series Feature ExtractionClassification By Electroencephalography PatternsElectroencephalogram ClassificationElectroencephalographic Pattern ClassificationElectroencephalography-based Seizure ClassificationFrequency-domain FeaturesSeizure DetectionTime-domain FeaturesTime-frequency Features
In this paper, the classification of epileptic and non-epileptic events from multi-channel EEG data is investigated using a large number of time and frequency domain features. In contrast to most of the evaluations found in the literature, in this paper the non-epileptic class consists of two types
18
Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text
Mark Hall, Eibe Frank, Geoffrey Holmes et al. · ACM SIGKDD Explorations Newsletter · 2009 · 17.8K citations
Instance-Based Learning Algorithms
David W. Aha, Dennis Kibler, Marc K. Albert · Machine Learning · 1991 · 4.1K citations · Full text