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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?

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