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Table 6 Generalizability results of VMD-ConvGRU on 36 examples from MIT-BIH and EDB

From: Electrocardiogram prediction based on variational mode decomposition and a convolutional gated recurrent unit

Dataset

MIT-BIH

EDB

#

MSE

MAE

RMSE

#

MSE

MAE

RMSE

100

4.22E−04

9.73E−03

0.0205

e0103

1.09E−04

7.46E−03

0.0104

101

1.65E−04

8.03E−03

0.0128

e0104

3.01E−04

1.02E−02

0.0174

103

2.71E−04

9.84E−03

0.0165

e0105

5.34E−04

1.42E−02

0.0231

105

5.23E−03

3.37E−02

0.0724

e0106

1.92E−04

8.01E−03

0.0138

108

1.39E−03

2.35E−02

0.0373

e0108

8.73E−04

1.72E−02

0.0295

112

1.35E−04

7.82E−03

0.0116

e0110

2.60E−04

9.18E−03

0.0161

114

1.11E−03

2.10E−02

0.0333

e0111

1.46E−03

1.97E−02

0.0382

115

3.38E−04

1.06E−02

0.0184

e0114

1.42E−04

7.72E−03

0.0119

116

3.20E−03

3.38E−02

0.0566

e0115

1.65E−03

2.46E−02

0.0406

117

8.66E−05

6.69E−03

0.0093

e0116

3.27E−04

1.25E−02

0.0181

121

1.92E−03

2.78E−02

0.0438

e0118

1.15E−04

7.39E−03

0.0107

122

2.31E−04

1.03E−02

0.0152

e0123

3.49E−04

1.04E−02

0.0187

123

3.42E−04

9.60E−03

0.0185

e0124

5.41E−04

1.16E−02

0.0233

202

9.83E−04

2.13E−02

0.0313

e0125

2.07E−04

8.11E−03

0.0144

205

1.25E−03

1.30E−02

0.0354

e0126

7.69E−05

5.71E−03

0.0088

220

6.13E−04

1.50E−02

0.0248

e0133

1.24E−04

7.38E−03

0.0111

230

2.33E−03

2.81E−02

0.0483

e0147

1.02E−04

6.89E−03

0.0101

234

2.24E−04

1.05E−02

0.0150

e0154

8.29E−05

6.02E−03

0.0091

Average

1.12E−03

1.67E−02

0.0289

 

4.22E−04

1.10E−02

0.0184

Std

1.34E−03

9.25E−03

0.0174

 

4.61E−04

5.10E−03

0.0095

  1. The best values for RMSE and MAE on the 18 selected examples