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M. Pontil and A. Verri (1997)

Properties of Support Vector Machines

Neural Computation, 10:955–974.

The relation between the solution of SVMs and regularization parameter is studied. It is shown that the decision surface can be written as the sum of two orthogonal terms. This allow to predict how the decision surface varies for small parameter changes.

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