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Table 4 The results of three classes classification

From: Impaired time-distance reconfiguration patterns in Alzheimer's disease: a dynamic functional connectivity study with 809 individuals from 7 sites

Classifier

features

ACC (%)

SEN (%)

SPE (%)

F1-score (%)

FCnet

sFC

50

50.6

75.3

46.8

 

sFC + tdNCD

53.3*

52.0

76.0

48.9*

SVM

sFC

54.2

54.3

77.1

50.7

 

sFC + tdNCD

56.3*

56.1

78.1

53.4*

KNN

sFC

51.8

51.8

75.9

48.8

 

sFC + tdNCD

47.9

47.9

73.9

45.7

LR

sFC

52.4

52.4

76.2

50.3

 

sFC + tdNCD

55.1*

55.1*

77.5*

52.5

LDA

sFC

43.8

43.8

71.9

42.7

 

sFC + tdNCD

48.1*

48.1*

74.0*

45.8*

  1. *Means prediction results have significant improvement when tdNCD was added (p < 0.05, paired-sample t-test)