Development of a Hemodialysis Data Collection and Clinical Information System and Establishment of an Intradialytic Blood Pressure/Pulse Rate Predictive Model

Table 5.

Summary of best performances for BP/PRprediction taskusing different inputfeatures in LSTM models (based on MAE).

Features Training loss Validation loss Test loss

All 15 features 2.94 12.11 12.15
Only 13 features 3.29 12.06 11.28
Only four artery-related features 3.55 12.36 12.25
Three specific features, excluding any artery-related features 12.98 16.17 15.84