The authors propose a simple Phase II log-linear directional control chart exploiting directional shift information and integrating multivariate categorical process monitoring into multivariate binomial and multinomial distributions. They propose a diagnostic scheme for identifying shift direction. The effectiveness of the control chart and the overall diagnostic approach are demonstrated through numerical simulations and real applications.
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