Development of a Hemodialysis Data Collection and Clinical Information System and Establishment of an Intradialytic Blood Pressure/Pulse Rate Predictive Model
Table 7.
Comparison of optimal performance between ANN and LSTM models – training loss (based on MAE).
|
| Features |
ANN training loss |
LSTM training loss |
|
|
| Only four artery-related features |
10.12 |
3.55 |
|
| Three specific features, excluding any artery-related features |
12.98 |
12.98 |
|
| Eight features (including HPCV) |
13.51 |
－ |
|
| Seven features (w/o HPCV) |
10.32 |
－ |
|
| All 15 features |
－ |
2.94 |
|
| Only 13 features |
－ |
3.29 |
|
|
|
|
