http://www.commsp.ee.ic.ac.uk/~mandic/research/MUA_DPM_Multivariate_MSE_PRE_2011.pdf
just skimmed an interesting article about estimating multivariate entropy, over multiple time scales. possible applications for mutual information estimation?
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