Statistical Analysis of Large Administrative Health Databases: Emerging Challenges and Strategies (Publications)
- D. Shu and G. Y. Yi (2018). Weighted Causal Inference Methods with Mismeasured Covariates and Misclassified Outcomes. To appear in Statistics in Medicine.
- D. Shu and G. Y. Yi (2018). Estimation of Causal Risk Measures in the Presence of Measurement Error in Confounders. Statistics in Biosciences, 10, 233-254.
- K. Kang, X. Song, X.J. Hu and H. Zhu (2018). Bayesian adaptive group lasso with semiparametric hidden Markov models. To appear in Statistics in Medicine.
- R.J. Rosychuk, A.S. Newton, X.J. Hu (2018). Age Affects the Impact of Important Predictors on Mental Health Emergency Department Visits. To appear in The Journal of Behavioral Health Services & Research.
- M.Pietrosanu, R.J. Rosychuk, X.J. Hu (2018). Handling missing birthdates in marginal regression analysis with recurrent events. To appear in Communications in Statistics.
- W. He and G. Y. Yi (2018). Parametric and Semiparametric Estimation Methods for Survival Data under a Flexible Class of Models. Under revision for Lifetime Data Analysis.
- L.-P. Chen, G. Y. Yi, Q. Zhang, and W. He (2018). Multiclass Analysis and Prediction with Network Structured Covariates. Submitted to Journal of Statistical Distributions and Applications.
- X. Liu, G. Y. Yi, G. Bauman, and W. He (2018). Boosting Imbalanced-Spatial-Structured Support Vector Machine.
- L.-P. Chen_ and G. Y. Yi (2018). Analysis of Left-Truncated and Right-Censored Survival Data with Covariate Measurement Error.
- L.-P. Chen_ and G. Y. Yi (2018). Model Selection and Model Averaging for Analysis of Truncated and Censored Data with Measurement Error.
- D. Shu and G. Y. Yi (2018). Causal Analysis with Outcome Variables subject to Measurement Error and missing Observations.
- Karim ME, Pang M, Platt RW Can we train machine learning methods to outperform the high dimensional propensity score algorithm? Epidemiology. 2017 Nov 18. Doi: 10.1097/EDE.0000000000000787.
- Shu, D. and Yi, G. Y. (2017). Causal Inference with Measurement Error in Outcomes: Bias Analysis and Estimation Methods. To appear in Statistical Methods in Medical Research.
- W. He and G. Y. Yi (2017). Parametric and Semiparametric Estimation Methods for Survival Data under a Flexible Class of Models. Submitted.
- D. Shu and G. Y. Yi (2017). Estimation of Causal Risk Measures in the Presence of Measurement Error in Confounders. Under revision for Statistics in Biosciences. Submitted.
