Estimating Individualized Treatment Rules Without Individual Data in Multicentre Studies

Estimating Individualized Treatment Rules Without Individual Data in Multicentre Studies

Centre de recherches mathématiques - CRM via YouTube Direct link

Data pooling

9 of 17

9 of 17

Data pooling

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Estimating Individualized Treatment Rules Without Individual Data in Multicentre Studies

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  1. 1 Intro
  2. 2 Road-map
  3. 3 Evidence-based medicine: The statisticians' role
  4. 4 Precision medicine
  5. 5 When would we want treatment to be adaptive?
  6. 6 Analytic methods
  7. 7 Identifying the best treatment regime
  8. 8 Dynamic Weighted OLS (dWOLS)
  9. 9 Data pooling
  10. 10 Pooling strategies
  11. 11 Distributed regression
  12. 12 Simulation scenarios
  13. 13 Simulation results
  14. 14 Findings
  15. 15 Simulations take 2
  16. 16 Warfarin dosing strategy
  17. 17 Concluding remarks

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