Table 8 The comparison of the calculation time between RF, SVM and ANN in subject specific scheme with the training proportion of 0.2
From: Lying position classification based on ECG waveform and random forest during sleep in healthy people
Subject no. | RF | SVM | ANN |
|---|---|---|---|
1 | 3.22291 ± 0.19684 | 0.04193 ± 0.00423 | 3.34373 ± 1.16847 |
2 | 3.02385 ± 0.12278 | 0.03636 ± 0.00254 | 3.18128 ± 0.81556 |
3 | 3.13849 ± 0.15552 | 0.03429 ± 0.00262 | 4.72749 ± 1.02038 |
4 | 2.97439 ± 0.12926 | 0.02707 ± 0.00118 | 3.10264 ± 1.28542 |
5 | 3.06737 ± 0.15559 | 0.03440 ± 0.00151 | 3.76409 ± 0.76218 |
6 | 2.83269 ± 0.13927 | 0.00537 ± 0.00056 | 2.43798 ± 0.12534 |
7 | 3.18591 ± 0.12517 | 0.03952 ± 0.00134 | 5.70489 ± 0.26425 |
8 | 3.00057 ± 0.16294 | 0.03204 ± 0.00114 | 5.50479 ± 0.32688 |
9 | 2.92328 ± 0.18162 | 0.03034 ± 0.00091 | 3.57378 ± 1.14730 |