Research Article

A Context-Aware MRIPPER Algorithm for Heart Disease Prediction

Table 1

Description of data used in rule set.

TypeRangeDescription

Chest pain1 to 4Typical angina
Atypical angina
Nonangina
Asymptomatic

Cholesterol<197Lower
188–250Medium
217–307Higher
>281Very higher

BP<134Lower
124–153Medium
142–172Higher
>154Very higher

Blood sugar<120No
≥120Yes

ECG<0.4Normal
0.4–1.8Abnormal
>1.8Hypertrophy

Thallium3Normal
6Fixed defect
7Reversible defect

Age<35Younger
35–45Middle
40–58Older
>58Very older

Gender1Male
0Female

Smoking (in years)≤10Lower
>10Higher

Drinking0No
1Yes

Family history (diabetes, hypertension, ...)<1No
≥1Yes

Medical records (diabetes, hypertension, ...)<1No
≥1Yes