Multiclass Probability Estimation With Support Vector Machines

DOI10.1080/10618600.2019.1585260OpenAlexW2921939753MaRDI QIDQ3391267

Xin Wang, Yichao Wu, Hao Helen Zhang

Publication date: 28 March 2022

Published in: Journal of Computational and Graphical Statistics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/10618600.2019.1585260

zbMATH Keywords

logistic regressionsupport vector machinesLDAprobability estimationmulticlass classification

Mathematics Subject Classification ID

Statistics (62-XX)

Uses Software

• gss
• AdaBoost-SAMME

Cites Work

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• Multi-class AdaBoost
• An efficient model-free estimation of multiclass conditional probability
• New multicategory boosting algorithms based on multicategory Fisher-consistent losses
• Support-vector networks
• Variable selection for multicategory SVM via adaptive sup-norm regularization
• Some results on Tchebycheffian spline functions and stochastic processes
• Adaptive Weighted Learning for Unbalanced Multicategory Classification
• Probability estimation for large-margin classifiers
• Comparison of Discrimination Methods for the Classification of Tumors Using Gene Expression Data
• Robust Model-Free Multiclass Probability Estimation
• OnL₁-Norm Multiclass Support Vector Machines
• Multicategory Support Vector Machines
• Multicategory ψ-Learning
• Smoothing spline ANOVA models