Table 3 Classification results for lower-dimensional dataset in a fully connected ELM network.

From: Hybrid architecture based on two-dimensional memristor crossbar array and CMOS integrated circuit for edge computing

Dataset/class

Number of hidden nodes

% Accuracy

Train

Test

Floating

Quantizeda

Floating

Quantizeda

AReM

     

 Walking

150

92

92

92

89

 Bending

150

91

90

92

89

 Lying

150

81

78

82

80

 Sitting

150

80

75

75

72

Breast cancer

100

98

93

92

89

Ionosphere

100

95

95

89

87

Haberman

100

85

84

75

70

  1. aWeights quantized to 26 memconductance states.