Published
- Sophia Yazzourh (IMT), Nicolas Savy (IMT), Philippe Saint Pierre (IMT), and Michael Kosorok (UNC). Medical Knowledge Integration into Reinforcement Learning Algorithms for Dynamic Treatment Regimes, International Statistical Review, 2024. DOI:10.1111/insr.12617.
On-going publications:
- Sophia Yazzourh (IMT) and Nikki L. B. Freeman (Duke). Bayesian Outcome Weighted Learning. In preparation for Biostatistics. arXiv preprint arXiv:2406.11573.
- Sophia Yazzourh (IMT), Nicolas Savy (IMT), Philippe Saint Pierre (IMT), and Michael Kosorok (UNC). Rewards Construction Based on Preference Learning for Dynamic Treatment Regimes.
- Sophia Yazzourh (McGill) and Erica E.M. Moodie (McGill). Near-Equivalent Q-learning Policies for Dynamic Treatment Regimes.
Manuscript:
- Sophia Yazzourh, “Reinforcement Learning and Bayesian Outcome-Weighted Learning for Precision Medicine. Integration of Medical Knowledge into Decision Algorithms.”, Doctoral Manuscript, University of Toulouse, prepared at the University of Toulouse III - Paul Sabatier, 2024.
