Automatic Detection of Epilepsy and Seizure Using Multiclass Sparse Extreme Learning Machine Classification

Table 11

Comparison with previous works using CHB-MIT scalp EEG.

Authors (year)	Methods	Sensitivity (%)	Specificity (%)
Samiee et al. [34] (2015)	DWT, 2D mapping and textural features, and SVM	70.19	97.74
Samiee et al. [35] (2016)	Sparse RDSTFT and LGBP, Logistic regression, random forest, and SVM	70.4	99.1
This work	LDWT, maximum, standard deviation, and SELM	81.1	98.3