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Table 6 Comparison with Previous Research

From: Sleep stage classification using extreme learning machine and particle swarm optimization for healthcare big data

Paper Dataset Method Accuracy
2 class 3 class 4 class 6 class
Werteni et al. [22] MITBPD ELM 78.33%
BPNN 76.74%
SVM 78.12%
Adnane et al. [20] MITBPD SVM (12 features) 79.31%
SVM (10 features) 79.99%
Xiao et al. [21] SHRSV Random Forest (41 features) 88.67%
Yücelbaş et al. [29] SHRSV Morphological 77.02%
Wei et al. [30] PSG DNN 77%
Our paper MITBPD ELM and PSO 82.1% 76.77% 71.52% 62.66%