E-book
Statistical Methods for Dynamic Treatment Regimes [electronic resource] : Reinforcement Learning, Causal Inference, and Personalized Medicine / by Bibhas Chakraborty, Erica E.M. Moodie.
Record details
- ISBN: 9781461474289
- Physical Description: XVI, 204 p. 22 illus., 5 illus. in color. online resource.
- Publisher: New York, NY : Springer New York : 2013.
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| Subject: | Statistics. Medical records > Data processing. Statistics. Statistics for Life Sciences, Medicine, Health Sciences. Statistics, general. Health Informatics. |
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Electronic resources
| Introduction | ||
| The data : observational studies and sequentially randomized trials | ||
| Statistical reinforcement learning | ||
| Semi-parametric estimation of optimal DTRs by modeling contrasts of conditional mean outcomes | ||
| Estimation of optimal DTRs by directly modeling regimes | ||
| G-computation: parametric estimation of optimal DTRs | ||
| Estimation DTRs for alternative outcome types | ||
| Inference and non-regularity | ||
| Additional considerations and final thoughts. |
