Statistical inference for data-adaptive doubly robust estimators with survival outcomes.

@article{Daz2019StatisticalIF,
  title={Statistical inference for data-adaptive doubly robust estimators with survival outcomes.},
  author={Iv{\'a}n D{\'i}az},
  journal={Statistics in medicine},
  year={2019},
  volume={38 15},
  pages={
          2735-2748
        }
}
  • Iván Díaz
  • Published 2019
  • Mathematics, Medicine
  • Statistics in medicine
  • The consistency of doubly robust estimators relies on the consistent estimation of at least one of two nuisance regression parameters. In moderate-to-large dimensions, the use of flexible data-adaptive regression estimators may aid in achieving this consistency. However, n1/2 -consistency of doubly robust estimators is not guaranteed if one of the nuisance estimators is inconsistent. In this paper, we present a doubly robust estimator for survival analysis with the novel property that it… CONTINUE READING

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