Table 4 Accuracy and RMSE of prediction for the rate of hospital visits for ILI using SVM from the 32nd week of 2013 to the 10th week of 2018
From: Weekly ILI patient ratio change prediction using news articles with support vector machine
Period | Using all data | Using Northern Hemisphere countries data only | ||
|---|---|---|---|---|
Accuracy | RMSE | Accuracy | RMSE | |
2013.07.30 ~ 2013.10.21 | 0.917 | 0.656 | 0.917 | 0.298 |
2013.10.22 ~ 2014.01.13 | 0.833 | 1.081 | 0.917 | 0.381 |
2014.01.14 ~ 2014.04.07 | 1.000 | 0.365 | 1.000 | 0.316 |
2014.04.08 ~ 2014.06.30 | 0.833 | 0.333 | 0.833 | 0.296 |
2014.07.01 ~ 2014.09.22 | 0.750 | 0.083 | 0.833 | 0.122 |
2014.09.23 ~ 2014.12.15 | 0.833 | 1.258 | 0.833 | 0.177 |
2014.12.16 ~ 2015.03.09 | 0.917 | 0.759 | 0.917 | 0.694 |
2015.03.10 ~ 2015.06.01 | 0.917 | 0.353 | 0.917 | 0.331 |
2015.06.02 ~ 2015.08.24 | 0.833 | 0.238 | 0.833 | 0.188 |
2015.08.25 ~ 2015.11.16 | 0.917 | 0.780 | 0.917 | 0.295 |
2015.11.17 ~ 2016.02.08 | 0.833 | 2.574 | 0.833 | 0.936 |
2016.02.09 ~ 2016.05.02 | 0.833 | 0.273 | 0.750 | 1.163 |
2016.05.03 ~ 2016.07.25 | 1.000 | 0.106 | 0.917 | 0.132 |
2016.07.26 ~ 2016.10.17 | 0.917 | 0.473 | 0.917 | 0.314 |
2016.10.18 ~ 2017.01.09 | 0.750 | 0.178 | 0.750 | 0.374 |
2017.01.10 ~ 2017.04.03 | 0.833 | 0.617 | 0.833 | 0.463 |
2017.04.04 ~ 2017.06.26 | 0.917 | 0.056 | 0.917 | 0.102 |
2017.06.27 ~ 2017.09.18 | 0.750 | 0.187 | 0.750 | 0.455 |
2017.09.19 ~ 2017.12.11 | 0.917 | 0.665 | 0.917 | 0.575 |
2017.12.12 ~ 2018.03.05 | 0.833 | 1.184 | 0.917 | 0.315 |
Average | 0.867 | 0.611 | 0.871 | 0.396 |