Table 14 Performance comparison of the proposed approach with existing research work100.

From: Heart failure patients monitoring using IoT-based remote monitoring system

Voting classifiers

Precision (%)

Recall (%)

F1 Score (%)

KNN, ADA, XGB100

88.8

89.0

88.9

XBG, KNN, SVM100

87.8

87.8

87.8

MLPC, KNN, XGB100

91.0

91.0

91.0

KNN, ADA, MLPC, XGB100

87.1

87.5

87.3

MLPC, SVM, ADA, XGB100

88.2

88.6

88.4

SVM, XGB, MLPC, KNN, ADA100

87.2

87.3

87.2

CNN86

93.4

97.5

95.6

Proposed ET-CNN

95.1

98.24

96.3