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In this talk we will introduce a flexible regression models in two respects to evaluate the influence of the covariate on the mixed longitudinal Possion and continuous responses and to evaluate how the correlation between the responses changes over time.Also we discuss the joint analysis of Possion and continuous longitudinal data with nonignorable missing values under fully parametric framework.This is joint research with Jian Kang.