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Statistical causal inferences and their applications in public health records / edited by Hua He, Pan Wu, Ding-Geng (Din) Chen.

Cham : Springer, 2016.

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  • Title:
    Statistical causal inferences and their applications in public health records / edited by Hua He, Pan Wu, Ding-Geng (Din) Chen.
  • Contributor: Hua He editor.;
    Pan Wu editor.;
    Ding-Geng Chen editor.;
    International Chinese Statistical Association.
  • Subjects: Statistics; Medicine -- Research -- Statistical methods; Probabilities; Science -- Life Sciences -- General; Medical -- Public Health; Life sciences: general issues; Public health & preventive medicine; Statistical methods; Medical -- Biostatistics; Probability & statistics;
    Dewey: 610.151954
  • Rights: Terms governing use: Copyright.
    Access restrictions: NON_PRINT_LEGAL_DEPOSIT
  • Publication Details: Cham : Springer, 2016.
  • Language: English
  • Description: Contents: Part I. Overview.- 1. Causal Inference – A Statistical Paradigm for Inferring Causality.- Part II. Propensity Score Method for Causal Inference.- 2. Overview of Propensity Score Methods.- 3. Sufficient Covariate, Propensity Variable and Doubly Robust Estimation.- 4. A Robustness Index of Propensity Score Estimation to Uncontrolled Confounders.- 5. Missing Confounder Data in Propensity Score Methods for Causal Inference.- 6. Propensity Score Modeling & Evaluation.- 7. Overcoming the Computing Barriers in Statistical Causal Inference.- Part III. Causal Inference in Randomized Clinical Studies.- 8. Semiparametric Theory and Empirical Processes in Causal Inference.- 9. Structural Nested Models for Cluster-Randomized Trials.- 10. Causal Models for Randomized Trials with Continuous Compliance.- 11. Causal Ensembles for Evaluating the Effect of Delayed Switch to Second-line Antiretroviral Regimens.- 12. Structural Functional Response Models for Complex Intervention Trials.- Part IV. Structural Equation Models for Mediation Analysis.- 13.Identification of Causal Mediation Models with An Unobserved Pre-treatment Confounder.- 14. A Comparison of Potential Outcome Approaches for Assessing Causal Mediation.- 15. Causal Mediation Analysis Using Structure Equation Models.
  • Identifier: ISBN 9783319412597 (Electronic book (EPUB format)); ISBN (print); BNB GBB8J8773; System number: 019096983
  • Physical Description: 1 online resource (321 pages).
  • Series: ICSA book series in statistics
  • Shelfmark(s): General Reference Collection DRT ELD.DS.342350
  • UIN: BLL01019096983

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