Bounds for cell entries in contingency tables given marginal totals and decomposable graphs

被引:55
作者
Dobra, A
Fienberg, SE [1 ]
机构
[1] Carnegie Mellon Univ, Dept Stat, Pittsburgh, PA 15213 USA
[2] Carnegie Mellon Univ, Ctr Automated Learning & Discovery, Pittsburgh, PA 15213 USA
关键词
Frechet bounds; loglinear models; reducible graphs; disclosure limitation;
D O I
10.1073/pnas.97.22.11885
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Upper and lower bounds on cell counts in cross-classifications of nonnegative counts play important roles in a number of practical problems, including statistical disclosure limitation, computer tomography, mass transportation, cell suppression, and data swapping. Some features of the Frechet bounds are well known, intuitive, and regularly used by those working on disclosure limitation methods, especially those for two-dimensional tables. We previously have described a series of results relating these bounds to theory on loglinear models for cross-classified counts. This paper provides the actual theory and proofs for the special case of decomposable loglinear models and their related independence graphs. It also includes an extension linked to the structure of reducible graphs and a discussion of the relevance of other results linked to nongraphical loglinear models.
引用
收藏
页码:11885 / 11892
页数:8
相关论文
共 26 条
[1]  
[Anonymous], 1936, PUBBLICAZIONI R I SU
[2]  
[Anonymous], **NON-TRADITIONAL**
[3]  
[Anonymous], 1974, ANAL FREQUENCY DATA
[4]  
[Anonymous], J AM STAT ASSOC
[5]  
[Anonymous], 1991, LECT NOTEMONOGRAPH
[6]  
[Anonymous], 1997, SOLUTION ECOLOGICAL
[7]  
Bishop M.M., 1975, DISCRETE MULTIVARIAT
[8]  
Blair Jean R. S., 1993, Graph theory and sparse matrix computation, P1, DOI [10.1007/978-1-4613-8369-7_1, DOI 10.1007/978-1-4613-8369-71]
[10]   Network models for complementary cell suppression [J].
Cox, LH .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1995, 90 (432) :1453-1462