In order to obtain a systematic solution to this problem, we shall first examine a derivation of the Winnow algorithm in (Gentile and Warmuth, 1998), which motivates a more general solution to be presented later.
this modification allows the positive weight Winnow algorithm for the augmented input e to have the effect of both positive and negative weights for the original input .