Table 1 Machine learning to evaluate the diagnostic significance of ROI activity.

From: Hyperactive sensorimotor cortex during voice perception in spasmodic dysphonia

 

Accuracy (%)

Precision (%)

Recall (%)

Specificity (%)

F-measure (%)

Linear discriminant analysis

Sensorimotor

73

69

82

64

75

SMA

59

58

64

55

61

Thalamus

27

27

27

27

27

Cerebellum

41

42

45

36

43

Putamen

32

30

27

36

29

Pallidum

23

25

27

18

26

Support vector machine

Sensorimotor

59

60

55

64

57

SMA

50

50

55

45

52

Thalamus

59

60

55

64

57

Cerebellum

50

50

55

45

52

Putamen

30

31

36

25

33

Pallidum

32

33

36

27

35

Logistic regression

Sensorimotor

68

67

73

64

70

SMA

57

54

64

50

58

Thalamus

32

33

36

27

35

Cerebellum

43

42

45

42

43

Putamen

32

30

27

36

29

Pallidum

23

25

27

18

26