Data mining has been applied to the discovery of illegally discriminatory treatments caused by protected-by-law attributes such as race, gender, age, etc. In this paper, we propose an improvement for the previous work of exploring discrimination in semi-structured business data. The main idea is that discrimination represented in the form of association rules is judged by opposite patterns whos...