B. Schölkopf, P. Y Simard, A. J Smola, and V. N Vapnik (1998)
Prior Knowledge in Support Vector Kernels
In: Advances in Neural information processings systems, ed. by M. I. Jordan and M. J. Kearns and S. A. Solla, vol. 10, pp. 640–646, Cambridge, MA, MIT Press.
Methods for incorporating prior knowledge in Support Vector machines are explored. It is shown that both invariances under group transformations and prior knowledge about locality in images can be incorporated by constructing appropriate kernel functions.