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stat.ML2022
Consistent Multiclass Algorithms for Complex Metrics and Constraints
Harikrishna Narasimhan, Harish G. Ramaswamy, Shiv Kumar Tavker +3
We present consistent algorithms for multiclass learning with complex performance metrics and constraints, where the objective and constraints are defined by arbitrary functions of…
stat.ML2020★ 1 cited
Convex Calibrated Surrogates for the Multi-Label F-Measure
Mingyuan Zhang, Harish G. Ramaswamy, Shivani Agarwal
The F-measure is a widely used performance measure for multi-label classification, where multiple labels can be active in an instance simultaneously (e.g. in image tagging, multipl…