Published
- Sophia Yazzourh (Institut de Mathématiques de Toulouse), Nicolas Savy (Institut de Mathématiques de Toulouse), Philippe Saint Pierre (Institut de Mathématiques de Toulouse), and Michael Kosorok (University of North Carolina at Chapel Hill). 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 (Institut de Mathématiques de Toulouse) and Nikki L. B. Freeman (Duke). Bayesian Outcome Weighted Learning. In preparation for Biostatistics. arXiv preprint arXiv:2406.11573.
- Sophia Yazzourh (Institut de Mathématiques de Toulouse), Nicolas Savy (Institut de Mathématiques de Toulouse), Philippe Saint Pierre (Institut de Mathématiques de Toulouse), and Michael Kosorok (University of North Carolina at Chapel Hill). 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. arXiv preprint arXiv:2603.19440
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.
