A metaheuristic algorithm for hiding sensitive itemsets

Abstract

In this paper, we first present a multi-objective algorithm for hiding the sensitive information with transaction deletion based on the NSGAII framework. The proposed can efficiently sort the non-dominated solutions and find the set of Pareto results for later process. Experimental results on two real datasets illustrated that the proposed algorithm can achieve satisfactory results with fewer side effects compared to the previous single-objective evolutionary approaches.