# Do asset return correlations have strong non-linear interactions? [duplicate]

If I compute the correlation matrix for $$N$$ stocks or indices, are there always expected to be strong non-linear dependencies between each asset pair-wise? Or are there only linear dependencies in financial asset cross-correlations?

Is there a way to detect and quantify non-linear interactions between time series?