JMLR Special Topic on Model Selection

Preventing Over-Fitting during Model Selection via Bayesian Regularisation of the Hyper-Parameters
Gavin C. Cawley, Nicola L. C. Talbot; 8(Apr):841--861, 2007.
[abs][pdf]

Compression-Based Averaging of Selective Naive Bayes Classifiers
Marc Boullé; 8(Jul):1659--1685, 2007.
[abs][pdf]

VC Theory of Large Margin Multi-Category Classifiers
Yann Guermeur; 8(Nov):2551--2594, 2007.
[abs][pdf]

A New Probabilistic Approach in Rank Regression with Optimal Bayesian Partitioning
Carine Hue, Marc Boullé; 8(Dec):2727--2754, 2007.
[abs][pdf]

An Information Criterion for Variable Selection in Support Vector Machines
Gerda Claeskens, Christophe Croux, Johan Van Kerckhoven; 9(Mar):541--558, 2008.
[abs][pdf]

Multi-class Discriminant Kernel Learning via Convex Programming
Jieping Ye, Shuiwang Ji, Jianhui Chen; 9(Apr):719--758, 2008.
[abs][pdf]

Model Selection in Kernel Based Regression using the Influence Function
Michiel Debruyne, Mia Hubert, Johan A.K. Suykens; 9(Oct):2377--2400, 2008.
[abs][pdf]

Model Selection for Regression with Continuous Kernel Functions Using the Modulus of Continuity
Imhoi Koo, Rhee Man Kil; 9(Nov):2607--2633, 2008.
[abs][pdf]

Particle Swarm Model Selection
Hugo Jair Escalante, Manuel Montes, Luis Enrique Sucar; 10(Feb):405--440, 2009.
[abs][pdf]




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