Exploring Sampling in the Detection of Multicategory EEG Signals

Table 5

Comparison the results of our proposed approach with some reported research outcomes.

Methods	Description	Classification accuracy					Overall performance
		Class Z	Class O	Class N	Class F	Class S
Proposed approach	RS + -NN	100.0	100.0	100.0	100.0	100	100.0
Siuly and Li [5]	Optimum allocation + MLS-SVM	100.0	100.0	100.0	100.0	99.96	99.99
Shen et al. [6]	Wavelet-approximate entropy + SVM	100.0	100.0	99.87	100.0	100.0	99.97
Übeyli [9]	Wavelet coefficients and power spectral density (PSD) values + SVM	99.25	99.13	99.25	99.38	99.00	99.20
Übeyli [10]	PSD values + SVM	99.38	99.25	99.13	99.50	99.25	99.30
Guler and Ubeyli [11]	Wavelet coefficients and Lyapunov exponents + SVM	99.25	99.38	99.25	99.38	99.13	99.28