arXivDaily arXiv每日学术速递 周一至周五更新
arXiv math/0702564math.COmath.STstat.TH
收藏

Convex Rank Tests and Semigraphoids

Jason Morton, Lior Pachter, Anne Shiu, Bernd Sturmfels, Oliver Wienand

英文摘要:

Convex rank tests are partitions of the symmetric group which have desirable geometric properties. The statistical tests defined by such partitions involve counting all permutations in the equivalence classes. Each class consists of the linear extensions of a partially ordered set specified by data. Our methods refine existing rank tests of non-parametric statistics, such as the sign test and the runs test, and are useful for exploratory analysis of ordinal data. We establish a bijection between convex rank tests and probabilistic conditional independence structures known as semigraphoids. The subclass of submodular rank tests is derived from faces of the cone of submodular functions, or from Minkowski summands of the permutohedron. We enumerate all small instances of such rank tests. Of particular interest are graphical tests, which correspond to both graphical models and to graph associahedra.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

↑