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Table 4 Classification Performance of Forecasting Models with Best Fscore

From: Forecasting one-day-forward wellness conditions for community-dwelling elderly with single lead short electrocardiogram signals

Models

REC

PRE

FPR

ACC

Fscore

Deep learning-based

LSTM

89.26%

89.26%

7.96%

90.85%

89.25%

 

BiLSTM

92.51%

91.48%

6.26%

93.21%

91.98%

Machine learning-based

ANN

57.74%

52.58%

37.40%

60.57%

55.03%

 

SVM

51.95%

61.43%

26.14%

64.12%

56.29%