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In analyzing longitudinal data,within-subject correlations are a major factor that affects statistical efficiency.Working with a partially linear model for longitudinal data,we consider a subject-wise empirical likelihood based method that takes the within-subject correlations into con-sideration to estimate the model parameters efficiently.