... (2002) Training invariant support vector machines Machine Learning 46 161–190 [45] Dekel, O., Manning, C and Singer, Y (2004) Log-linear models for label ranking In Advances in Neural Information ... for margin classifiers In Proc 17th International Conf Machine Learning (P Langley, ed.) 9–16 Morgan Kaufmann, San Francisco, CA MR1884092 KERNEL METHODS IN MACHINE LEARNING 45 [3] Alon, N., Ben-David, ... difference being that their Gram matrices need to satisfy (8) only subject to n (17) ci = i=1 KERNEL METHODS IN MACHINE LEARNING Interestingly, it turns out that many kernel algorithms, including SVMs...