in factmany such lines are possible svm gives the best separationin the sense that the gap (marginbetween the points is maximal - - - - - figure separate the points by straight line so that the separation between the two groups is maximal table data for figure - - - - - - - - - - - - - - - - - (aidentify from the figure the three support vectors (bfor separating boundary (linegiven by bx show that the margin width is /kbk (cshow that the parameters and that solve the convex optimization problem ( provide the maximal width between the margins (dsolve ( using penalty approachsee section in particularminimize the