Suppose that in the signal-flow graph of the perceptron
illustrated in Figure 1 the hard limiter is replaced by the sigmoidal
linearity:
where is the induced local field. The classification decisions
made by the perceptron are defined as follows:
Observation vector
belongs to class
if the output where is a threshold;
otherwise,
belongs to class
Show that the decision boundary so constructed is a hyperplane.