In this thesis, we propose to analyze panel count data using a spline-basedsieve generalized estimating equation method … coefficients are the roots of the spline based sieve generalized estimating equations (sieve GEE). The proposed method avoids … covariance matrix that represents the true correlation between the cumulative counts improves estimating efficiency.In addition …