Fig. 1. (a) the flowchart shows the proposed workflow: First is the data preparation stage, then the Classification Based on Associations (CBA) stage, which generates all class association rules (CARs) to construct the classifier.; (b) the flow chart shows the data preparation stages, including data translation, data cleaning, data reduction, and data discretization/normalization.