Note: Listing closed sets of strongly accessible set systems with applications to data mining

Theoretical Computer Science(2010)

引用 67|浏览0
暂无评分
摘要
We study the problem of listing all closed sets of a closure operator @s that is a partial function on the power set of some finite ground set E, i.e., @s:F-F with F@?P(E). A very simple divide-and-conquer algorithm is analyzed that correctly solves this problem if and only if the domain of the closure operator is a strongly accessible set system. Strong accessibility is a strict relaxation of greedoids as well as of independence systems. This algorithm turns out to have delay O(|E|(T"F+T"@s+|E|)) and space O(|E|+S"F+S"@s), where T"F, S"F, T"@s, and S"@s are the time and space complexities of checking membership in F and computing @s, respectively. In contrast, we show that the problem becomes intractable for accessible set systems. We relate our results to the data mining problem of listing all support-closed patterns of a dataset and show that there is a corresponding closure operator for all datasets if and only if the set system satisfies a certain confluence property.
更多
查看译文
关键词
closure operator,finite ground set E,corresponding closure operator,closed set,set system,simple divide-and-conquer algorithm,data mining problem,independence system,space O,accessible set system
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要