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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 6. Comparison of optimal performancebetween ANN and LSTM models – test loss(based on MAE).

FeaturesANN test lossLSTM test loss
Only four artery-related features11.2312.25
Three specific features, excluding any artery-related features14.4315.84
Eight features (including HPCV)12.41
Seven features (w/o HPCV)11.71
All 15 features12.15
Only 13 features11.28