"support vector machines; maximum likelihood"@en . "233453" . "Zien, A." . . . . "978-1-4503-0619-5" . "New York" . . "Franc, Vojt\u011Bch" . . "ACM" . "[692CFB3ADA1D]" . "We show how the SVM can be viewed as a maximum likelihood estimate of a class of probabilistic models. This model class can be viewed as a reparametrization of the SVM in a similar vein to the v-SVM reparametrizing the classical (C-)SVM. It is not discriminative, but has a non-uniform marginal. We illustrate the benefits of this new view by re-deriving and re-investigating two established SVM-related algorithms." . . "2011-06-28+02:00"^^ . "Support Vector Machines as Probabilistic Models"@en . "We show how the SVM can be viewed as a maximum likelihood estimate of a class of probabilistic models. This model class can be viewed as a reparametrization of the SVM in a similar vein to the v-SVM reparametrizing the classical (C-)SVM. It is not discriminative, but has a non-uniform marginal. We illustrate the benefits of this new view by re-deriving and re-investigating two established SVM-related algorithms."@en . . . "Bellevue" . "1"^^ . "Support Vector Machines as Probabilistic Models" . . "3"^^ . . "RIV/68407700:21230/11:00187113!RIV12-MSM-21230___" . . "Support Vector Machines as Probabilistic Models"@en . "Bernhard, S." . "RIV/68407700:21230/11:00187113" . "Support Vector Machines as Probabilistic Models" . "Proceedings of the 28th Annual International Conference on Machine Learning (ICML 2011)" . . . "8"^^ . . . "21230" . . "P(1M0567)" .