Birs- 22w5010: Emerging Challenges for Statistics and Data Sciences: Complex Data with Missingness, Measurement Errors, and High Dimensionality

  1. Title:
    Towards deriving graphical rules for efficient estimation in causal graphical models

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    Are deep learning models superior for missing data imputation in surveys? Evidence from an empirical comparison

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    An information projection approach to propensity score estimation for handling selection bias in voluntary samples

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    Estimating human brain organisation by fusion across functional imaging datasets

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  5. Title:
    Random-forest model-assisted estimation in finite population sampling

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    Trials with Irregular and Informative Assessment Times: A Sensitivity Analysis Approach

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    Statistical Issues on Large Administrative Health Data

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  8. Title:
    Matrix Completion with Model-free Weighting

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  9. Title:
    Randomization Inference beyond the Sharp Null: Bounded Null Hypotheses and Quantiles of Individual Treatment Effects

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  10. Title:
    Penalized doubly robust regression-based estimation of adaptive treatment strategies

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  11. Title:
    Integrating summary information from many external studies with heterogeneous populations

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  12. Title:
    Identifiability of direct and indirect effects in mediation studies with nonignorable missingness in mediator and outcome

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  13. Title:
    Semiparametric adaptive estimation under informative sampling

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  14. Title:
    Dual-frame estimation approaches for combining probability and nonprobability samples

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  15. Title:
    Supervised learning with missing values

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  16. Title:
    Statistical Exploitation of Unlabeled Data under High Dimensionality

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  17. Title:
    Multiple model-assisted approach to missing data in survey sampling: more than multiply robustness

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  18. Title:
    Assessing causal effects in the presence of treatment switching through principal stratification

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  19. Title:
    Experimental Evaluation of Algorithm-Assisted Human Decision Making

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  20. Title:
    Nonparametric Estimation of Heterogeneous Effects

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