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

Table 4.

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

Features Training loss Validation loss Test loss

Only four artery-related features 10.12 11.02 11.23
Three specific features, excluding any artery-related features 12.98 14.75 14.43
Eight features (including HPCV) 13.51 12.45 12.41
Seven features (w/o HPCV) 10.32 11.60 11.71