New Support Vector Algorithms
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Cites background from "New Support Vector Algorithms"
...-support vector classi.cation [Sch¨ olkopf et al. 2000] introduces a new parameter ....
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Cites methods from "New Support Vector Algorithms"
...The νsupport vector algorithm for classification and regression is described in [122]....
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"New Support Vector Algorithms" refers background or methods in this paper
...14, since αi · α∗ i = 0 for all i (Vapnik, 1995))....
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...also Vapnik, 1995; Pontil, Rifkin, & Evgeniou, 1999), how this naturally leads to the concept of canonical hyperplanes (Vapnik, 1995), and how it suggests different generalizations to the estimation of vector-valued functions....
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...Everything above ε is captured in slack variables ξ (∗)i , which are penalized in the objective function via a regularization constant C, chosen a priori (Vapnik, 1995)....
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...Then m1( f ) = 2 ‖w‖ is equal to the margin defined for Vapnik’s canonical hyperplane (Vapnik, 1995)....
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...(7.13) Compared to the original dual (Boser et al., 1992; Vapnik, 1995), there are two differences....
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