Table 1 Binary iEEG classification results of LSTM compared to previously used MLP14.

From: Bispectrum and Recurrent Neural Networks: Improved Classification of Interictal and Preictal States

Subject ID

# Sz.

This Work LSTM

Bou Assi et al.14 MLP

Test SS (%)

Test SP (%)

Accuracy (%)

Accuracy (%)

Train

Test

Train a

Test a

1

17

86.67

98.33

95.83

92.50

84.23

76.71

2

17

56.29

87.05

75.00

71.67

71.71

67.23

3

11

91.67

97.92

95.69

94.71

90.89

90.40

Total

45

78.21

94.43

88.84

86.29

82.28

78.11

  1. aFor each dog, three neural networks were trained (one per feature), the results shown correspond to the feature yielding the highest classification accuracy.
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