Machine Learning, Svm.
the blue line). So only the points that are nearby ( m ≤1) the classification line really influence the weights. for the farther points (m > 1), anyway the loss function is 0 and hence no adjustment to weights happen when the optimization algorithm encounters such farther points. for this reason,