Technologies have driven big data collection across many fields, such as genomics and business intelligence. This results in a significant increase variables points (observations) collected stored. Although this presents opportunities to better model the relationship between predictors response variables, also causes serious problems during analysis, one of which is multicollinearity problem. T...