Infant Health and Development Program (IHDP) is a randomized experiment from 1985 to 1988 which studied the effect of home visits on cognitive test scores for infants.
ihdpGiven treatment.
Observed outcome.
Potential outcome given the opposite treatment.
Control conditional means.
Treated conditional means.
Confounders with continuous values.
Confounders with binary values.
This dataset was first used by Hill (2011), then used by other researchers (Shalit et al. 2017, Louizos et al. 2017).
Hill, J. L. (2011). Bayesian nonparametric modeling for causal inference. Journal of Computational and Graphical Statistics, 20(1), 217-240. tools:::Rd_expr_doi("10.1198/jcgs.2010.08162")
Louizos, C., Shalit, U., Mooij, J. M., Sontag, D., Zemel, R., & Welling, M. (2017). Causal effect inference with deep latent-variable models. Advances in neural information processing systems, 30. tools:::Rd_expr_doi("10.48550/arXiv.1705.08821") https://github.com/AMLab-Amsterdam/CEVAE
Shalit, U., Johansson, F. D., & Sontag, D. (2017, July). Estimating individual treatment effect: generalization bounds and algorithms. In International Conference on Machine Learning (pp. 3076-3085). PMLR. tools:::Rd_expr_doi("10.48550/arXiv.1606.03976")