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Table 19 Comparison of the proposed system outcome with previous researches for Hungarian dataset

From: A hybrid cost-sensitive ensemble for heart disease prediction

Author

Method

Recall (%)

Specificity (%)

Present study

Ensemble classifier

82.39

92.02

Shah et al. [64]

PPCA + SVM

80.43

88.42

Arabasadi et al. [66]

Hybrid neural network-genetic algorithm

85

88

Mokeddem and Ahmed [47]

Fuzzy classification model

82.98

90.57

Mokeddem and Atmani [68]

Decision Tree + Fuzzy Inference System

90.42

79.24

  1. The values listed in the table represent the average performance on ten folds