... separated by an optimal hyper-plane, which is bounded by WTXmi≥ 0andWTXm+1i< 0,when the output value is m.Hence,thevectorXmiis called the 1 -support vector and the vector Xm+1iis ... classified into 1 -vector and 0 -vector signals. The input signals Xkiare 1 -vector if the y satisfy U(WTXki) =1. They are 0 -vector if they satisfy U(WTXki) = 0. In vector space, these two ... by wTox + bo= 0. (1)Thesetofvectorsissaidtobeoptimallyseparatedbythehyperplane if it is separated without error and the margin of separation is maximal. Then, the separating hyperplanewTx...