Prior weights in adaptive pattern classification

Nonrandom initial values of the weight vector can contain useful information. A weighted combination of the initial and final values of the weight vector can help to utilise this information. In adaptive training, at a start, we need to scale the initial weights and to stop training earlier before a minimum of the cost function is obtained. In order to weight, scale or to stop training optimally one needs to know the accuracy of determination of initial and final weights