A large scale benchmark for individual treatment effect prediction and uplift modeling

E Diemert, A Betlei, C Renaudin, MR Amini… - arXiv preprint arXiv …, 2021 - arxiv.org
Individual Treatment Effect (ITE) prediction is an important area of research in machine
learning which aims at explaining and estimating the causal impact of an action at the …

Differentially Private Individual Treatment Effect Estimation from Aggregated Data

A Betlei, T Gregoir, T Rahier, A Bissuel, E Diemert… - 2021 - hal.science
Individual Treatment Effect (ITE) estimation has become one of the main trends in Causal
Inference due to its applications in various areas where personalization is key. In order to …

Uplift Modeling for Online Advertising

A Betlei - 2021 - theses.hal.science
Uplift modeling is a machine learning-based technique for treatment effect prediction at the
individual level, which has become one of the main trends in application areas where …

[引用][C] A Large Scale Realistic Benchmark for Individual Treatment Effect Prediction and Uplift Modeling