Q-Learning Based Methods for Dynamic Treatment Regimes

Author:

Li Xinyi,Freeman Nikki L.  B.,Wang Lily

Publisher

Springer International Publishing

Reference47 articles.

1. Ashley, E. (2015). The precision medicine initiative: A new national effort. Journal of the American Medical Association, 313, 2119–2120.

2. Bellman, R. (1957). Dynamic programming. Princeton University Press.

3. Bertsekas, D. P., & Tsitsiklis, J. (1996). Neuro-dynamic programming. Athena Sci.

4. Cain, L. E., Robins, J. M., Lanoy, E., Logan, R., Costagliola, D., & Hernán, M. A. (2010). When to start treatment? A systematic approach to the comparison of dynamic regimes using observational data. The International Journal of Biostatistics, 6, 18.

5. Chakraborty, B., Strecher, V., & Murphy, S. (2008). Bias correction and confidence intervals for fitted Q-iteration. In Workshop on model uncertainty and risk in reinforcement learning (NIPS 2008). https://cs.uwaterloo.ca/~ppoupart/nips08-workshop/accepted-papers/nips08paper01-final.pdf

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