<p style='text-indent:20px;'>Joint densities for a sequential pair of returns with weak autocorrelation and strong correlation in squared are formulated. The marginal return either variance gamma or bilateral gamma. Two-dimensional matching empirical characteristic functions to its theoretical counterpart is employed dependency parameter estimation. Estimations reported 3920 daily sequenc...