Longitudinal data or panel data or repeated measurements data arise frequently in practice.In longitudinal studies,data are collected repeatedly on each individual unit over a period of time.Two sources of variation arise in these studies:variation of the repeated measurements within each individual and variation between different individuals.Missing data are common in such studies because data may not always be available at each time point for each individual and some individuals may drop out early.