Research Article

Integrating Correlation-Based Feature Selection and Clustering for Improved Cardiovascular Disease Diagnosis

Table 2

Characteristics of attributes for the “HEART” dataset.

Attribute(s)DescriptionRangeMedian/mean (mean range)SD (SD range)

Main attributes
 BMICurrent body mass index17.00 to 25.0022.161.64
 Birth_weightBirth weight2500 to 40003158392.00
 SBP, DBP, ABPM-SBP, ABPM-DBPAverage systolic/diastolic blood pressure taken manually and by ABPM61 to 15074.87 to 136.975.22 to 7.04
 HRHeart rate44 to 9175.9711.20
 Risk factorsRisk factorsTrue/false
Supplementary attributes
 IVSd, IVSs, PWDd, PWDs, LVDd, LVDsLeft ventricular dimensions5.00 to 56.008.00 to 46.031.51 to 9.02
 EF, SFSystolic function34 to 8440 to 703 to 5
 Sm, Sml, V/S/SR long/rad/circTissue Doppler echocardiography parameters−37 to 40.17−27.25 to 29.640.42 to 6.35