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Data integration in causal inference (Q6601994)

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scientific article; zbMATH DE number 7910627

Language	Label	Description	Also known as
English	Data integration in causal inference	scientific article; zbMATH DE number 7910627

Statements

scholarly article

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Data integration in causal inference (English)

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Wiley Interdisciplinary Reviews. WIREs Computational Statistics

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publication date

11 September 2024

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zbMATH Keywords

causal inference

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data fusion

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data integration

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generalizability

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transportability

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MaRDI profile type

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Inequalities for E k(X, Y) when the marginals are fixed

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Semiparametric efficiency in GMM models with auxiliary data

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Nonparametric Estimation of Mean Functionals with Data Missing at Random

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Regressions, Short and Long

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Extending inferences from a randomized trial to a new target population

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Generalizing causal inferences from individuals in randomized trials to all trial‐eligible individuals

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Statistical Matching

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Identifying Treatment Effects Under Data Combination

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Prior distributions for variance parameters in hierarchical models (Comment on article by Browne and Draper)

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On the Role of the Propensity Score in Efficient Semiparametric Estimation of Average Treatment Effects

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The prognostic analogue of the propensity score

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From sample average treatment effect to population average treatment effect on the treated: combining experimental with observational studies to estimate population treatment effects

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Hierarchical Commensurate and Power Prior Models for Adaptive Incorporation of Historical Information in Clinical Trials

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Bayesian graphical models for regression on multiple data sets with different variables

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Identification, data combination, and the risk of disclosure

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Causal data fusion methods using summary-level statistics for a continuous outcome

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Identification problems and decisions under ambiguity: Empirical analysis of treatment response and normative analysis of treatment choice

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Adjustment for Missing Confounders Using External Validation Data and Propensity Scores

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Generalizing from unrepresentative experiments: a stratified propensity score approach

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Two-sample least squares projection

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External validity: from do-calculus to transportability across populations

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Causal inference using invariant prediction: identification and confidence intervals

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A new approach to causal inference in mortality studies with a sustained exposure period—application to control of the healthy worker survivor effect

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Estimation of Regression Coefficients When Some Regressors Are Not Always Observed

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The central role of the propensity score in observational studies for causal effects

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Robust Estimation of Encouragement Design Intervention Effects Transported Across Sites

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Testing and correcting for weak and pleiotropic instruments in two-sample multivariable Mendelian randomization

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Robust meta‐analytic‐predictive priors in clinical trials with historical control information

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Safety surveillance and the estimation of risk in select populations: flexible methods to control for confounding while targeting marginal comparisons via standardization

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Improved methods for moment restriction models with data combination and an application to two‐sample instrumental variable estimation

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Semiparametric theory and missing data.

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Asymptotic Statistics

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Combining Multiple Observational Data Sources to Estimate Causal Effects

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Statistical data integration in survey sampling: a review

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Doubly Robust Inference when Combining Probability and Non-Probability Samples with High Dimensional Data

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Statistical inference in two-sample summary-data Mendelian randomization using robust adjusted profile score

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Two-sample instrumental variable analyses using heterogeneous samples

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Identifiers

zbMATH Open document ID

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10.1002/wics.1581

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Mathematics Subject Classification ID

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zbMATH DE Number

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Sitelinks

Mathematics(1 entry)

mardi Publication:6601994

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