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Table 8 Comparative analysis of the magnitudes and performance indices of the tested models

From: Technological Vanguard: the outstanding performance of the LTY-CNN model for the early prediction of epileptic seizures

Method

Parameters

Acc (%)

Sen (%)

Spe (%)

2D-CNN [30]

49,560

98.2

82.7

88.2

TSKCNN [31]

28,459,615

98.0

96.0

99.0

LRCN [32]

9,695,012

99.0

84.0

99.0

SOD-CNN [33]

105,538

99.6

89.1

99.7

2D-CNN [34]

10,304,467

100.0

2D-CNN [34]

106,388

98.0

LTY-CNN

24,506

99.5

99.5

96.0

  1. The symbol ‘–’ represents undisclosed model performance metrics data for which no related information has been released at present