An algebraic characterization of the optimum of regularized kernel methods
type: Item
instance of: scholarly article
title: An algebraic characterization of the optimum of regularized kernel methods
zbMATH Open document ID: 1473.62214
author: Francesco Dinuzzo
author: Giuseppe De Nicolao
published in: Machine Learning
publication date: 2009-03-31T00:00:00Z
Mathematics Subject Classification ID: 62H30
Mathematics Subject Classification ID: 68T05
zbMATH DE Number: 5537405
zbMATH Keywords: representer theorem
zbMATH Keywords: regularization theory
zbMATH Keywords: kernel methods
zbMATH Keywords: support vector machines
zbMATH Keywords: degrees of freedom
describes a project that uses: Pegasos
describes a project that uses: ElemStatLearn
describes a project that uses: SSVM
MaRDI profile type: Publication
full work available at URL: s10994-008-5095-1
OpenAlex ID: W2054800525
cites work: Q4769776
cites work: Training a Support Vector Machine in the Primal
cites work: Asymptotic analysis of penalized likelihood and related estimators
cites work: Smoothing noisy data with spline functions: Estimating the correct degree of smoothing by the method of generalized cross-validation
cites work: Q3093228
cites work: Q3093274
cites work: Q3174161
cites work: The Estimation of Prediction Error
cites work: Q1280198
cites work: Efficient Computation and Model Selection for the Support Vector Regression
cites work: The elements of statistical learning. Data mining, inference, and prediction
cites work: Some results on Tchebycheffian spline functions and stochastic processes
cites work: SSVM: A smooth support vector machine for classification
cites work: Some Comments on C P
cites work: Smooth minimization of non-smooth functions
cites work: Simplicial algorithms for minimizing polyhedral functions
cites work: Convergence of the IRWLS Procedure to the Support Vector Machine Solution
cites work: Q4945425
cites work: Q3148817
cites work: Estimating the dimension of a model
cites work: Pegasos: primal estimated sub-gradient solver for SVM
cites work: Estimation of the mean of a multivariate normal distribution
cites work: 10.1162/1532443041827925
cites work: Q4856771
cites work: Q3996207
cites work: On Measuring and Correcting the Effects of Data Mining and Model Selection
cites work: On the ``degrees of freedom'' of the lasso
DOI: 10.1007/S10994-008-5095-1
description: scientific article; zbMATH DE number 5537405