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conditional entropy

How much uncertainty about X remains, on average, once Y is known.

$H(X\mid Y) = \sum_y p(y) H(X\mid Y=y)$ , where $H(X\mid Y=y) = -\sum_x p(x\mid y)\log_2 p(x\mid y)$ .