adaptive analytic tools, wavelets are useful for capturing serial correlation where the spectrum has peaks or kinks, as can … cycles, and other kinds of periodicity. This paper proposes a new class of wavelet-based tests for serial correlation of … correlation of unknown form. We propose and justify a data-driven finest scale, in an automatic manner, converges to zero under …