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If we write an objective function: $$\frac{1}{2}||\vec{w}||^2 + C \vec{\xi}' S \vec{\xi}$$ with the usual SVM constraints, and $S_{i,j} = e^{-\gamma || \vec{x_i} - \vec{x_i}||^2}$, where $\gamma$ is an hyper-parameter, what generalization bounds can be derived?

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