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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 4SourcePDFScholar
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 38SourcePDFScholar