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

Table 8.

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

Optimizer Training loss Validation loss Test loss

Adam 9.56 11.17 11.56
RMSprop 8.83 12.33 11.84
Adadelta 10.04 14.22 13.20
Adagrad 10.13 16.53 15.11
Adamax 8.71 12.38 13.00
Nadam 8.44 11.45 11.69