Past exam of the mathematics course of the University of Cambridge / 2014 / iii / Paper 60 / 2 / ii / b / Solution

Apply the definitions of conditional entropy and insert $H(X,Y)$:Inserting $H(Z,Y)$ instead gives the alternative chain rule for conditional entropyBoth are expansions of the same joint conditional uncertainty, with the variables exposed in opposite orders.