Table 1.
Performance of different algorithms and features sets in the model.
|
Counselors | Counselees | Counselor-counselee synchrony | All three sources | Mean MAEs of Algorithms |
|---|---|---|---|---|---|
| Linear regression | 2.1715 | 2.2141 | 2.1625 | 2.0949 | 2.1488 |
| Ridge | 2.1726 | 2.2147 | 2.1627 | 2.0953 | 2.1493 |
| Lasso | 2.2598 | 2.2598 | 2.2598 | 2.2598 | 2.2598 |
| SVR | 2.1708 | 2.1977 | 2.1453 | 2.0812 | 2.1368 |
| Random forest | 1.8586 | 2.2640 | 2.1865 | 1.8555 | 2.0060 |
| Mean MAE | 2.1255 | 2.2301 | 2.1834 | 2.0773 |