Can measures like Frobenius norm, feature variance based distance, pearson correlation coeffient , KL divergence detect non linear correlations?

27 August 2015 0 168 Report

Similarity between two variables can be determined by different similarity measures we have. The one thing that I want to know is that can measures like Frobenius norm, feature variance based distance, pearson correlation coeffient , KL divergence detect non linear correlations? Can anyone suggest some measures that can detect linear as well as non linear correlations?

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