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Table 6 Classification accuracy of the AD and MCI groups

From: Detection of Alzheimer and mild cognitive impairment patients by Poincare and Entropy methods based on electroencephalography signals

AD vs. MCI

 

Poincare

Entropy

All features

KNN (k = 1)

Train

94.1%

98%

96.1%

Test

95.5%

95.4%

98.2%

KNN (k = 3

Train

91%

96%

94.5%

Test

95.5%

95.3%

98.1%

SVM (cubic)

Train

93.9%

96%

97.5%

Test

95.5%

96.5%

98%

SVM (quadric)

Train

92.8%

95%

97%

Test

93%

96.1%

97.3%

Bagged

Train

89.6%

92.4%

90.1%

Test

87%

92%

93.6%