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As the LMS algorithm does not use the exact values of the expectations, the weights would never reach the optimal weights in the absolute sense, but a convergence is possible in mean. That is, even though the weights may change by small amounts, it changes about the optimal weights.
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The delta rule is commonly stated in simplified form for a neuron with a linear activation function as = () While the delta rule is similar to the perceptron 's update rule, the derivation is different.
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