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Relation between multivariate estimation error and differential entropy

.$$ Right after theorem there is a corollary relating estimation error and differential entropy: Given random variable $X$, side information $Y$ and estimator $\hat{X}(Y)$, $E(X-\hat{X}(Y))^2 \geq \frac …