On the expected size of conformal prediction sets

While conformal predictors reap the benefits of rigorous statistical guarantees on their error frequency, the size of their corresponding prediction sets is critical to their practical utility. Unfortunately, there is currently a lack of finite-sample analysis and guarantees for their prediction set...

詳細記述

書誌詳細
主要な著者: Dhillon, GS, Deligiannidis, G, Rainforth, T
フォーマット: Conference item
言語:English
出版事項: Journal of Machine Learning Research 2023