“…Numerous papers report investigations of interdependence, contagion effects and relationships between stock markets and/or other markets, such as bond markets. Among others, Patton (2006), Hu (2006), Rodriguez (2007), Turgutlu and Ucer (2010), Aloui et al (2011), Chollete et al (2011, Garcia and Tsafack (2011), Bhatti and Nguyen (2012), Chang (2012), Naifar (2012) and Meng and Liang (2013). For example, Reboredo (2013) use only different single copula functions to test if gold is a safe haven or a hedge for the US against exchange 3 Interested readers are referred to an excellent survey paper by O'Connor et al (2015) and some review related to heavy tails and its applications in time series ARCH and GARCH models are given by Harvey's (2013) book.…”