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

Journal of Artificial Intelligence and Big Data | Vol 5, Issue 2

Table 7. Comparison of optimal performance between ANN and LSTM models – training loss (based on MAE).

FeaturesANN training lossLSTM training loss
Only four artery-related features10.123.55
Three specific features, excluding any artery-related features12.9812.98
Eight features (including HPCV)13.51
Seven features (w/o HPCV)10.32
All 15 features2.94
Only 13 features3.29