Characterizing multi-scale self-similar behavior and non-statistical properties of fluctuations in financial time series

► Emergence of k−3 behavior through wavelet transforms. ► Non-Gaussian and multi-fractality of the financial time series. ► Identification of short unstable periodic orbits in fluctuations. ► Identification of multi-scale phase relation between equities.