Research Article

A Decisive Metaheuristic Attribute Selector Enabled Combined Unsupervised-Supervised Model for Chronic Disease Risk Assessment

Table 4

Heart disease dataset details [1].

Name of attributeDescriptionDomain range

AgeAge1–100 years old
SexPerson’s gender1 = male. 0 = female
CpUneasiness in chestGeneral angina/nonanginal pain/asymptomatic/atypical angina/
TrestbpsBlood pressure at restMeasured in mm Hg after admitted to medical centre
CholSerum cholesterol levelMeasured in mg/dl
RestecgElectrocardiogram outcome at rest timeValues of 0, 1, or 2
OldpeakExercise-induced ST depression prior to rest3.05–3.81
ExangExercise-induced angina1 = yes; 0 = no
SmokeSmoker or notValue: 1 = yes; 0 = no
SlopeST segment peak exercise slope1: upsloping; 2: flat; 3: downsloping
CaMajor vessel count0–3
ThalMaximum heart rate achieved3 = normal; 6 = fixed defect; and 7 = reversible defect