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Krzysztof Dembczyński

2 accepted papers

2022

Set-valued prediction in hierarchical classification with constrained representation complexity

UAI 2022poster

Set-valued prediction is a well-known concept in multi-class classification. When a classifier is uncertain about the class label for a test instance, it can predict a set of classes instead of a single class. In this paper, we focus on hierarchical multi-class classification problems, where valid s…

Cited by 5Source ↗PDF ↗Scholar ↗
2017

Consistency Analysis for Binary Classification Revisited

ICML 2017poster

Statistical learning theory is at an inflection point enabled by recent advances in understanding and optimizing a wide range of metrics. Of particular interest are non-decomposable metrics such as the F-measure and the Jaccard measure which cannot be represented as a simple average over examples. N…

Cited by 38Source ↗PDF ↗Scholar ↗