Machine learning with a reject option: A survey

K Hendrickx, L Perini, D Van der Plas, W Meert… - Machine Learning, 2024 - Springer
Abstract Machine learning models always make a prediction, even when it is likely to be
inaccurate. This behavior should be avoided in many decision support applications, where …

[HTML][HTML] Classification with costly features in hierarchical deep sets

J Janisch, T Pevný, V Lisý - Machine Learning, 2024 - Springer
Classification with costly features (CwCF) is a classification problem that includes the cost of
features in the optimization criteria. Individually for each sample, its features are sequentially …