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

Table 2.

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

Activation function Training loss Validation loss Test loss

SELU 9.54 11.17 11.56
SoftPlus 12.61 12.51 12.59
ELU 12.90 12.62 12.82
ReLU 10.90 14.89 15.51
Leaky ReLU 10.39 14.38 14.21
PReLU 9.51 14.67 15.85