Search Results for author: Haifei Zhang

Found 2 papers, 2 papers with code

Cautious Decision-Making for Tree Ensembles

1 code implementation ECSQARU 2023 2023 Haifei Zhang, Benjamin Quost, Marie-Hélène Masson

Cautious classifiers are designed to make indeterminate decisions when the uncertainty on the input data or the model output is too high, so as to reduce the risk of making wrong decisions.

Decision Making

Learning Sets of Probabilities Through Ensemble Methods

1 code implementation ECSQARU 2023 2023 Vu-Linh Nguyen, Haifei Zhang, Sébastien Destercke

A possible approach to obtain set-valued predictions is to learn for each query instance a probability set (a. k. a.

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