AN EMPIRICAL ANALYSIS OF FEATURE ENGINEERING TECHNIQUES TO REDUCE DIMENSIONALITY FOR NON-BINARY CLASSIFICATION PROBLEMS - A CASE STUDY WITH FOETAL HEALTH DATASET. AEJ. 2025;15(3):17-24. doi:10.11113/aej.v15.22894