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Table 3 Classification of Immune diseases versus neurological disorders

From: Mimvec: a deep learning approach for analyzing the human phenome

 

AUC (%)

ACC (%)

BER (%)

 

LR

RF

SVM

LR

RF

SVM

LR

RF

SVM

Mimvec (50)

77.94

83.49

82.99

86.77

86.45

88.06

25.27

38.56

28.88

Mimvec (100)

80.63

78.2

85.62

81.94

85.16

86.13

32.49

44.57

29.14

Mimvec (150)

71.98

72.81

80.67

74.52

84.19

85.16

38.61

46.89

30.59

Mimvec (200)

76.11

78.89

85.83

74.84

84.19

89.03

33.18

48.63

24.81

Mimvec (250)

65.73

76.63

84.6

68.39

84.52

87.42

41.35

47.57

28.38

Mimvec (300)

61.14

72.83

84.08

61.14

72.83

84.08

46.94

46.51

28.08

  1. Diseases of different mechanisms can be well distinguished by the vector representation of the records
  2. Bold numbers highlight performance achieved at the default setting (100 dimensions)