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N FIGURE 2. Learning in Neural and Belief Networks Notation a, Meaning at Activation value of unit i (also the output of the unit) Vector of activation values for the inputs to unit i Activation function1 Derivative of the activation function Err- Error (difference between output and target) for unit Erf Error for example e g s' I, Activation of a unit in the input layer I Vector of activations of all input units r Vector of inputs for example e in- Weighted sum of inputs to unit ;' N Total number of units free binary option indicator Montevideo the network O Activation of the single output unit of a perceptron Oi Activation of a unit ;' in the output layer O Vector of activations of all units in the output layer t Threshold for a step function T Target (desired) output for a perceptron T Target vector when there are several output units T Target vector for example e Weight on the link from unity to unit Krosn Wi Weight from unit r to the output in a perceptron W,i w, Vector of weights leading into unit i w Vector of all weights in the network Figure 19.

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