Table 12 Classification accuracy for off-PD versus HC based on leave one subject out CV technique.

From: Detection of Parkinson’s disease from EEG signals using discrete wavelet transform, different entropy measures, and machine learning techniques

FE method + classifier

Accuracy (No. of selected channels)

RF

SVMLinear

SVMQuadratic

LDA

KNN

DWT + LogEn

79.63 (9)

83.95 (8)

80.86 (5)

83.33 (18)

83.95 (9)

DWT + ThEn

78.40 (8)

87.04 (13)

83.64 (9)

87.65 (14)

82.41 (16)

DWT + SuEn

79.63 (9)

83.33 (11)

83.33 (6)

88.58 (21)

83.64 (15)

DWT + TShEn

77.78 (10)

87.04 (10)

84.57 (8)

82.72 (9)

85.19 (14)