Causality

Bica, I., Jordon, J., & van der Schaar, M. (2020). Estimating the Effects of Continuous-valued Interventions using Generative Adversarial Networks. arXiv preprint arXiv:2002.12326.

Bica, I., Alaa, A. M., & van der Schaar, M. (2020). Time Series Deconfounder: Estimating Treatment Effects over Time in the Presence of Hidden Confounders. International Conference on Machine Learning (ICML) 2020.

Data Study Group team. (2020, June 4). Data Study Group Final Report: Roche. Zenodo. http://doi.org/10.5281/zenodo.3876989

Bica, I., Alaa, A. M., Jordon, J., & van der Schaar, M. (2020). Estimating counterfactual treatment outcomes over time through adversarially balanced representations. International Conference on Learning Representations (ICLR) 2020.

Klemmer, K., Brandt, T. and Jarvis, S., 2018. Isolating the effect of cycling on local business environments in London. PLOS ONE, 13(12), p.e0209090.