Research Article
Blood Pressure Estimation Using Photoplethysmography Only: Comparison between Different Machine Learning Approaches
Table 3
Estimated SBP from the regression tree for each individual case under the three categories and its difference with reference SBP.
| Case | Normotensive | Hypertensive | Normotensive | Reference SBP | Estimated SBP | Difference | Reference SBP | Estimated SBP | Difference | Reference SBP | Estimated SBP | Difference |
| 1 | 98.0 | 97.6 | 0.4 | — | — | — | 85.7 | 92.4 | −6.7 | 2 | 120.2 | 108.2 | 12.1 | — | — | — | 85.1 | 115.7 | −30.6 | 3 | 99.5 | 100.7 | −1.1 | — | — | — | 80.2 | 99.1 | −18.9 | 4 | 107.6 | 108.2 | −0.6 | — | — | — | — | — | — | 5 | 121.8 | 120.4 | 1.4 | 188.7 | 185.6 | 3.2 | — | — | — | 6 | 108.5 | 104.5 | 4.0 | 188.9 | 155.4 | 33.5 | 84.2 | 93.2 | −9.0 | 7 | 97.3 | 101.6 | −4.3 | — | — | — | 87.6 | 90.7 | −3.1 | 8 | 104.4 | 105.9 | −1.5 | — | — | — | — | — | — | 9 | 105.7 | 103.2 | 2.4 | — | — | — | — | — | — | 10 | 117.7 | 107.0 | 10.7 | 104.0 | 104.0 | 0.0 | — | — | — | 11 | 111.1 | 110.2 | 1.0 | 131.9 | 130.6 | 1.3 | 87.7 | 100.5 | −12.8 | 12 | 103.0 | 103.3 | −0.3 | — | — | — | 78.9 | 85.7 | −6.8 | 13 | 101.7 | 102.2 | −0.6 | — | — | — | 84.0 | 86.5 | −2.5 | 14 | — | — | — | — | — | — | 84.8 | 87.0 | −2.1 | 15 | — | — | — | — | — | — | 84.6 | 88.2 | −3.6 | 16 | — | — | — | — | — | — | 85.0 | 86.6 | −1.6 | 17 | 93.6 | 103.9 | −10.3 | — | — | — | 82.5 | 124.4 | −41.9 | 18 | 113.7 | 117.1 | −3.4 | — | — | — | — | — | — | 19 | 106.3 | 115.9 | −9.6 | 145.0 | 117.3 | 27.8 | — | — | — | 20 | 116.0 | 115.8 | 0.2 | 144.0 | 105.9 | 38.1 | 87.0 | 116.0 | −29.0 | 21 | 99.9 | 106.3 | −6.4 | — | — | — | 85.0 | 97.8 | −12.8 | 22 | 116.0 | 111.6 | 4.4 | 150.4 | 124.9 | 25.5 | 87.0 | 117.4 | −30.4 | 23 | 123.2 | 134.1 | −11.0 | 155.7 | 131.8 | 23.9 | — | — | — | 24 | 95.0 | 97.7 | −2.7 | — | — | — | — | — | — | 25 | 119.5 | 120.2 | −0.7 | 147.8 | 127.7 | 20.1 | 83.7 | 125.9 | −42.1 | 26 | 117.0 | 114.9 | 2.0 | 162.0 | 124.3 | 37.7 | 87.0 | 109.5 | −22.5 | 27 | 124.0 | 118.6 | 5.4 | — | — | — | — | — | — | 28 | 106.3 | 115.2 | −8.9 | 135.5 | 121.2 | 14.3 | — | — | — | 29 | 105.7 | 102.9 | 2.8 | — | — | — | 83.8 | 91.8 | −8.0 | 30 | 108.0 | 118.3 | −10.3 | — | — | — | — | — | — | 31 | 114.9 | 118.5 | −3.6 | 147.0 | 125.0 | 22.0 | 85.2 | 105.7 | −20.5 | 32 | 118.7 | 122.7 | −4.0 | 171.6 | 146.0 | 25.6 | — | — | — | Mean | 109.4 | 110.5 | −1.1 | 151.7 | 130.7 | 21.0 | 84.6 | 100.7 | −16.0 | SD | 8.9 | 8.6 | 5.7 | 22.9 | 21.5 | 12.9 | 2.3 | 13.5 | 13.3 |
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