Linear transformations such as min–max normalization and z-score standardization are commonly used in logistic regression for the purpose of scaling. However, work literature on linear has two major limitations. First, most focuses improving fit model. Second, effects rarely discussed. In this paper, we first generalized a transformation single variable to multiple variables by matrix multiplic...