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Mathematics, 29.10.2019 00:31 boyle3758

Suppose we modify the perceptron algorithm as follows: in the update step, instead of performing w (t+1) = w (t) + y i x i , whenever we make a mistake, we instead perform w (t+1) = w (t) + ηy i x i , for some η > 0. that is, we are now including a "step-size" in our gradient ascent operation. show that this modified perceptron will perform the same number of iterations as the vanilla perceptron, and that it will converge to a vector that points in the same direction as the output of the vanilla perceptron.

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