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Joint analysis of complex signals is essential for a better understanding of the principles underlying the complex systems dynamics. In our work we studied the mutual dynamics of two Gaussian distributed stochastic processes exhibiting either short-term or long-term correlations. We generated two copies of each surrogate process and applied the amplitude randomization procedure to one of them. We...