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Table 7 Weighted average performance comparison of various methods

From: Early prediction of heart disease with data analysis using supervised learning with stochastic gradient boosting

Method

Precision

Recall

F1-score

Accuracy

KNN [15]

0.81

0.79

0.79

0.90

ILM [16]

0.83

0.82

0.81

0.93

LRC [20]

0.85

0.81

0.83

0.93

Proposed HDP-DTRF

0.86

0.86

0.85

0.96