Theory of Optimizing Pseudolinear Performance Measures: Application to F-measure

Shameem A Puthiya Parambath, Nicolas Usunier, Yves Grandvalet

Non-linear performance measures are widely used for the evaluation of learning algorithms. For example, $F$-measure is a commonly used performance measure for classification proble…