Nonlinear, symmetric, and asymmetric dependence characteristics in energy equity sec-tors matter to portfolio investors and risk managers because of the risks and diversifica-tion opportunities they entail. Specifically, nonlinear dependence dynamics between as-sets are harder to predict,...