Can causal machine learning reveal individual bid responses of bank customers?—A study on mortgage loan applications in Belgium
Personal loan pricing requires accurate estimates of individual customer behavior, such as
the willingness to take out a loan at a given price, the “bid response”. This is challenging due …
the willingness to take out a loan at a given price, the “bid response”. This is challenging due …
A Tutorial on Doubly Robust Learning for Causal Inference
HD Hlynsson - arXiv preprint arXiv:2406.00853, 2024 - arxiv.org
Doubly robust learning offers a robust framework for causal inference from observational
data by integrating propensity score and outcome modeling. Despite its theoretical appeal …
data by integrating propensity score and outcome modeling. Despite its theoretical appeal …
Uplift modeling with continuous treatments: A predict-then-optimize approach
The goal of uplift modeling is to recommend actions that optimize specific outcomes by
determining which entities should receive treatment. One common approach involves two …
determining which entities should receive treatment. One common approach involves two …