Title :
On the degree of the dependence in a contingency matrix
Author :
Tsumoto, Shusaku ; Hirano, Shoji
Author_Institution :
Dept. of Med. Informatics, Shimane Univ., Enya-cho Izumo, Japan
Abstract :
This paper gives a relation between the degree of granularity and that of dependence of contingency tables. From the results of determinantal divisors, it seems that the divisors provide information on the degree of dependencies between the matrix of the whole elements and its submatrices and the increase of the degree of granularity may lead to that of dependence. However, this paper shows that a constraint on the sample size of a contingency table is very strong, which leads to the evaluation formula where the increase of degree of granularity gives the decrease of dependency.
Keywords :
matrix algebra; rough set theory; contingency matrix; contingency table; dependency degree; determinantal divisor; granularity degree; Biomedical informatics; Cities and towns; Data mining; Linear algebra; Rough sets;
Conference_Titel :
Fuzzy Information Processing Society, 2005. NAFIPS 2005. Annual Meeting of the North American
Print_ISBN :
0-7803-9187-X
DOI :
10.1109/NAFIPS.2005.1548546