标题：A Swarm-based Data Sanitization Algorithm in Privacy-Preserving Data Mining
作者：Ming-Tai, Jimmy; Lin, Jerry Chun-Wei; Djenouri, Youcef; Fournier-Viger, Philippe; Zhang, Yuyu
作者机构：[Ming-Tai, Jimmy] Shandong Univ Sci & Technol, Qingdao, Shandong, Peoples R China.; [Lin, Jerry Chun-Wei] Western Norway Univ Appl Sci, Bergen, Norw 更多
会议名称：IEEE Congress on Evolutionary Computation (IEEE CEC)
会议日期：JUN 10-13, 2019
来源：2019 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC)
关键词：Privacy-preserving data mining; multi-objective; PSO; Pareto solutions
摘要：In recent decades, data protection (PPDM), which not only hides information, but also provides information that is useful to make decisions, has become a critical concern. We present a sanitization algorithm with the consideration of four side effects based on multi-objective PSO and hierarchical clustering methods to find optimized solutions for PPDM. Experiments showed that compared to existing approaches, the designed sanitization algorithm based on the hierarchical clustering method achieves satisfactory performance in terms of hiding failure, missing cost, and artificial cost.