, n) are the Lagrange multipliers.
by differentiating with respect to w and b, the following relations are obtained, and substituting equations (5) (6) into equation 4to obtain the optimization problem is transformed to maximizing the object function D subject to n i=1 λ i y i = 0 and λ i ≥ 0.