Consistent Classification Algorithms for Multi-class Non-Decomposable Performance Metrics

Harish G. Ramaswamy, Harikrishna Narasimhan, Shivani Agarwal

We study consistency of learning algorithms for a multi-class performance metric that is a non-decomposable function of the confusion matrix of a classifier and cannot be expressed…