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A mutual information criterion with applications to canonical correlation analysis and graphical models

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This paper derives a criterion for deciding conditional independence that is consistent with small-sample corrections of Akaike's information criterion but is easier to apply to such problems as selecting variables in canonical correlation analysis and selecti... ...