Paper accepted to IncrLearn @ ICDM'20
I am happy to share, that our project with Maurits Kaptein and Aurelie Lemmens has been accepted to the IncrLearn workshop at ICDM’20. Main points of the paper:
- In this paper we describe an algorithm, that connects batch-mode active learning and individualized treatment effect (ITE) estimation
- We are utilizing BART’s predictive uncertainty to select informative units.
- We show by extensive simulations, that B-EMCMITE can outperform other selection strategies in an one-shot setup.
If you have questions about the project, let me know! Paper and related projects will follow soon :)
Update: Presentation is available here