Regularization perspectives on support vector machines: Difference between revisions

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| title = Computational Learning Theory, 14th Annual Conference on Computational Learning Theory, COLT 2001 and 5th European Conference on Computational Learning Theory, EuroCOLT 2001, Amsterdam, The Netherlands, July 16–19, 2001, Proceedings
| volume = 2111
| year = 2001}}</ref>| isbn = 978-3-540-42343-0
}}</ref>
: <math>f(x_i) = \sum_{j=1}^n c_j \mathbf K_{ij}, \text{ and } \|f\|^2_{\mathcal H} = \langle f, f\rangle_\mathcal H = \sum_{i=1}^n \sum_{j=1}^n c_i c_jK(x_i, x_j) = c^T \mathbf K c.</math>