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Issue title: Cognitive Informatics, Cognitive Computing, and Their Denotational Mathematical Foundations (I)
Article type: Research Article
Authors: Tsumoto, Shusaku | Hirano, Shoji
Affiliations: Department of Medical Informatics, Shimane University, School of Medicine, Enya-cho Izumo City, Shimane 693-8501 Japan. tsumoto@computer.org, hirano@ieee.org
Note: [] Address for correspondence: Department of Medical Informatics, Faculty of Medicine, Shimane University, Enya-cho Izumo City, Shimane 693-8501 Japan
Abstract: This paper analyzes pearson residuals, which is an important element of chi-square test statistic, in a contingency table from the viewpoint of matrix theory as follows. First, a given contingency table is viewed as a matrix and the residual of each element in a matrix are obtained as the difference bewteen observed values and expected values calculated by marginal distributions. Then, each residual σ_{ij} is decomposed into the linear sum of the 2 × 2 subderminants of a original matrix, except for i-th column and j-th row. Furthermore, the number of the determinants is equal to the degree of freedom for the chi-square test statistic for a given contingency table. Thus, 2 × 2 subdeterminants in a contingencymatrix determine the degree of statistical independence of two attributes as elementary granules.
Keywords: Contingency Table, Chi-square Distribution, Matrix Theory
DOI: 10.3233/FI-2009-0017
Journal: Fundamenta Informaticae, vol. 90, no. 3, pp. 251-267, 2009
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