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Confusion Matrix Stability Bounds for Multiclass Classification
In this paper, we provide new theoretical results on the generalization properties of learning algorithms for multiclass classification problems. The originality of... -
PAC-Bayesian Generalization Bound on Confusion Matrix for Multi-Class Classif...
Arxiv: http://arxiv.org/abs/1202.6228, Accepted at ICML 2012 -
On multi-class learning through the minimization of the confusion matrix norm
In imbalanced multi-class classification problems, the misclassification rate as an error measure may not be a relevant choice. Several methods have been developed... -
Unconfused Ultraconservative Multiclass Algorithms
International audience
