Research Article

Heart Disease Diagnosis Utilizing Hybrid Fuzzy Wavelet Neural Network and Teaching Learning Based Optimization Algorithm

Table 1

Properties of the input heart dataset’s attributes.

No.The name of input variablesRange of the value

1Age29–77 (years)
2Sex1 (male), 0 (female)
3Chest pain type (cp)1, 2, 3, or 4
4Resting blood pressure (trestbps)94–200 (mm Hg)
5Serum cholesterol (chol)126–564 (mg/dl)
6Fasting blood sugar >120 mg/dl (fbs)1 (true), 0 (false)
7Resting electrocardiographic results (restecg)0: normal
1: having ST-T wave abnormality
2: showing probable or definite left ventricular hypertrophy
8Maximum heart rate achieved (thalach)71–202
9Exercise induced angina (exang)1 (yes), 0 (no)
10ST depression induced by exercise relative to rest (Oldpeak)0–6.2
11The slope of the peak exercise ST segment1: upsloping
2: flat
3: downsloping
12Number of major vessels (0–3) colored by fluoroscopy0, 1, 2, or 3
13Thal3: normal
6: fixed defect
7: reversible defect