The use of the minimum discrimination information (MDI) approach in studying null hypotheses of no interactions on a linear scale in contingency tables of one response many factors type is illustrated. Quadratic approximations to the M.D.I. statistic are related to Wald-type statistics and Neyman's modified chi-square. Follow up analyses when the null hypothesis is not satisfied are illustrated. (Author)