Question: 5.9 ( ) www The error function (5.21) for binary classification problems was derived for a network having a logistic-sigmoid output activation function, so that

5.9 ( ) www The error function (5.21) for binary classification problems was derived for a network having a logistic-sigmoid output activation function, so that 0  y(x,w)  1, and data having target values t ∈ {0, 1}. Derive the corresponding error function if we consider a network having an output −1  y(x,w)  1 and target values t = 1 for class C1 and t = −1 for class C2. What would be the appropriate choice of output unit activation function?

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