A FP-tree-based method for inverse frequent set mining | |
Guo, Yuhong ; Tong, Yuhai ; Tang, Shiwei ; Yang, Dongqing | |
2006 | |
英文摘要 | Recently, the inverse frequent set mining problem has received more attention because of its important applications in different privacy preserving data sharing contexts. Several studies were reported to probe the NP-complete problem of inverse frequent set mining. However, it is still an open problem that whether there are reasonably efficient search strategies to find a compatible data set in practice. In this paper, we propose a FP-tree-based method for the inverse problem. Compared with previous "generation-and-test" methods, our method is a zero trace back algorithm, which saves huge computational costs. Furthermore, our algorithm provides a good heuristic search strategy to rapidly find a FP-tree, leading to rapidly finding the compatible databases. More importantly, our method can find a set of compatible databases instead of finding only one compatible database in previous methods.; http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000239454500013&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=8e1609b174ce4e31116a60747a720701 ; Computer Science, Artificial Intelligence; Computer Science, Theory & Methods; SCI(E); CPCI-S(ISTP); 3 |
语种 | 英语 |
内容类型 | 其他 |
源URL | [http://ir.pku.edu.cn/handle/20.500.11897/292185] ![]() |
专题 | 信息科学技术学院 |
推荐引用方式 GB/T 7714 | Guo, Yuhong,Tong, Yuhai,Tang, Shiwei,et al. A FP-tree-based method for inverse frequent set mining. 2006-01-01. |
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