Research Article

Machine Learning-Based Model to Predict Heart Disease in Early Stage Employing Different Feature Selection Techniques

Table 2

Brief description of different feature selection techniques.

FSTDescriptionCode

ANOVA valueCalculate analysis of variance (ANOVA) between features for classification algorithms.FST1
Chi-squareCalculate the chi-squared score, which is used to select the highest valued feature between each nonnegative feature.FST2
Mutual information (MI)Calculate mutual information between the attributes, which measures the relation between the features.FST3