Table 6.
Tests on two independent experiments.
| Tests | RMSE | ||
|---|---|---|---|
| IE1 | IE2 | ||
| Test 4 (50% training data) | Single task learning | 34.1116 | 35.8600 |
| Multi-task learning | 29.7394 | 30.5459 | |
| Test 5 (with added tasks, 50% training data) | 26.6910 | 26.1009 | |
"E" denotes "Experiment". Test 4: Comparison between single task learning and multi-task learning on the two independent experiments, both trained with 50% of the data from each experiment, respectively. Test 5: Multi-task learning on the two independent experiments together with the former 14 experiments, totally 16 experiments, trained with 50% of the data from each experiment, respectively.