Bayesian methods for support vector machines: Evidence and predictive class probabilities

From MaRDI portal
Publication:5959953

DOI10.1023/A:1012489924661zbMath0998.68098OpenAlexW1567323455MaRDI QIDQ5959953

Peter Sollich

Publication date: 11 April 2002

Published in: Machine Learning (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1023/a:1012489924661




Related Items (24)

Bayesian Distance Weighted DiscriminationAn Effective Bayesian Neural Network Classifier with a Comparison Study to Support Vector MachineBayesian Trigonometric Support Vector ClassifierBayesian multiple response kernel regression model for high dimensional data and its practical applications in near infrared spectroscopyBayesian nonlinear regression for large \(p\) small \(n\) problemsA Bayesian hybrid huberized support vector machine and its applications in high-dimensional medical dataSupport vector machines with applicationsTexture classification using the support vector machines.A kernel optimization method based on the localized kernel Fisher criterionEfficient structural reliability analysis based on adaptive Bayesian support vector regressionOptimizing the data-dependent kernel under a unified kernel optimization frameworkBayesian kernel projections for classification of high dimensional dataStochastic expansions using continuous dictionaries: Lévy adaptive regression kernelsUnnamed ItemA new method for classifying random variables based on support vector machineSemiparametric Regression of Multidimensional Genetic Pathway Data: Least‐Squares Kernel Machines and Linear Mixed ModelsBayesian model robustness via disparitiesRejoinderEstimating treatment effect heterogeneity in randomized program evaluationThe structured elastic net for quantile regression and support vector classificationBayesian Additive Machine: classification with a semiparametric discriminant functionGeometric insights into support vector machine behavior using the KKT conditionsBayesian approach to feature selection and parameter tuning for support vector machine classifiersThe SPDE approach to Matérn fields: graph representations







This page was built for publication: Bayesian methods for support vector machines: Evidence and predictive class probabilities