Table 4.
Clarke Error-Grid Analysis (Percentage in Zone A) for Glucose from 10 Subjects (%)
| |
Subject |
|||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | |
| AR | 67.1 | 88.6 | 44.3 | 75.6 | 81.6 | 75.6 | 76.2 | 80.2 | 81.9 | 80.5 |
| SVR | 66.6 | 86.9 | 45.8 | 67.4 | 76.2 | 67.4 | 71.7 | 75.0 | 73.1 | 78.2 |
| ELM | 68.8±0.9 | 79.7±2.5 | 47.6±1.0 | 77.0±0.6 | 79.1±1.8 | 77.1±0.2 | 81.2±0.4 | 85.9±0.2 | 81.0±1.0 | 79.8±0.8 |
| New | 79.6±0.4 | 90.2±0.4 | 62.6±1.1 | 79.0±0.6 | 85.7±0.3 | 79.0±0.5 | 80.6±0.2 | 85.8±0.8 | 84.1±0.8 | 82.1±1.1 |
Fifty groups of Monte Carlo simulations were run for both extreme learning machine (ELM) and the new algorithm. Data are mean±SD values.
AR, autoregressive; SVR, support vector regression.