“…Researchers continue to seek for a better understanding of the dynamic nature of financial time series, with most of the evidence suggesting weak base of any form of long memory (Lo, 1991;Jacobsen, 1996;Lipka and Los, 2002;Kristoufek, 2012;Braun, Jenkinson and Stoff, 2017) and another part of the evidence suggesting clear fractal structure (Fama and French, 1988;Costa and Vasconcelos, 2003;Assaf and Cavalcante, 2004;Chen and Yu, 2005;Ferreira, 2018). However, some results presented mixed findings (Sadique and Silvapulle, 2001;Christodoulou-Volos and Siokis, 2006;Eitelman and Vitanza, 2008;Núñez, Martínez and Villareal, 2017;Gomes et al, 2018).…”