18 citations · 18 across the 2 of their papers we have counts for
2 papers
cs.LG2015
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…
cs.LG2014★ 18 cited
Online and Stochastic Gradient Methods for Non-decomposable Loss Functions
Purushottam Kar, Harikrishna Narasimhan, Prateek Jain
Modern applications in sensitive domains such as biometrics and medicine frequently require the use of non-decomposable loss functions such as precision@k, F-measure etc. Compared…