Publications
* Corresponding author; # Equal contribution; bolded First author.
Methodological (Peer-reviewed)
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Yizhen Xu*, Tao Liu, Michael J Daniels, Rami Kantor, Ann Mwangi, Joseph W Hogan. Classification using Ensemble Learning under Weighted Misclassification Loss. Statistics in Medicine, 38(11), 2002-2012, 2019. (Student paper award, ASA Section on Risk Analysis, 2017) [paper]
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Yizhen Xu*, Joseph W. Hogan, Michael J. Daniels, Rami Kantor, Ann Mwangi. Augmentation Samplers for Multinomial Probit Bayesian Additive Regression Trees. Journal of Computational and Graphical Statistics, 1–19, 2024. https://doi.org/10.1080/10618600.2024.2388605. (Student paper award, Applied Statistics Symposium, 2020) [paper]
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Yizhen Xu*, Jisoo Kim, Ami Shah, Laura Hummers, Scott Zeger. Causal Inference using Multivariate Generalized Linear Mixed-Effects Models with Longitudinal Data: Studying the Effect of Mycophenolate on Scleroderma. Biometrics, Accepted, 2024. [paper].
To be Submitted / Submitted
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Yizhen Xu*, Joseph W. Hogan, Michael J. Daniels, Ann Mwangi, Tao Liu, Rami Kantor. Bayesian Framework for Predictive and Causal Modeling with Application to the HIV Care Cascade. In submission. [paper].
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Yizhen Xu, Zheyu Wang*. Probabilistic Clustering using Shared Latent Variable Model for Assessing Alzheimer’s Disease Biomarkers. Under review at the Biostatistics Journal. [paper].
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Yizhen Xu#, Numair Sani#, Amir Ghassami#*, Ilya Shpitser. Multiply Robust Causal Mediation Analysis with Continuous Treatments. In submission. [paper]
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Ji Soo Kim#, Yizhen Xu#*, Rachel Wallwork, Laura Hummers, Ami Shah, Scott Zeger. Probabilistic Clustering of Scleroderma Longitudinal Pulmonary Trajectories. Submitted to IEEE Journal of Biomedical and Health Informatics.
Work in progress
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Yizhen Xu, Zheyu Wang. Semi-supervised learning in biomarker assessment under shared latent variable model for the classification of preclinical Alzheimer’s disease.
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Bayesian Regression Tree for Compositional Outcomes.
Collaborative (Published or Submitted)
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Tao Liu*, Joseph W Hogan, Michael J Daniels, Mia Coetzer, Yizhen Xu, Gerald Bove, Allison K Delong, Lauren Ledingham, Millicent Orido, Lameck Diero, Rami Kantor (2017). Improved HIV-1 Viral Load Monitoring Capacity Using Pooled Testing With Marker-Assisted Deconvolution. Journal of Acquired Immune Deficiency Syndromes, 75(5), 580-587.
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Becky L. Genberg, Joseph W. Hogan, Yizhen Xu, Monicah Nyambura, Caren Tarus, Elyne Rotich, Catherine Kafu, Juddy Wachira, Suzanne Goodrich, Paula Braitstein* (2019). Population-based estimates of engagement in HIV care and mortality using double-sampling methods following home-based counseling and testing in western Kenya. PLOS ONE.
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Philip A Chan, Ewa King, Yizhen Xu, William Goedel, Leanne Lasher, Matt Vargas, Ken Brindamour, Richard Huard, Ailis Clyne, James McDonald, Utpala Bandy, David Yokum, Michelle L Rogers, Laura Chambers, Siena C Napoleon, Nicole Alexander-Scott, Joseph W Hogan* (2021). Seroprevalence of SARS-CoV-2 Antibodies in Rhode Island From a Statewide Random Sample. American Journal of Public Health, 111(4), 700-703.
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Mary G Bowring, Zitong Wang, Yizhen Xu, Joshua Betz, John Muschelli, Brian T Garibaldi, Scott L Zeger* (2021). Outcome-Stratified Analysis of Biomarker Trajectories for Patients Infected With Severe Acute Respiratory Syndrome Coronavirus 2. American Journal of Epidemiology, 190(10), 2094-2106.
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Stephanie M Delong*, Yizhen Xu, Paula Braitstein, Monicah Nyambura, Samson Ndege, Suzanne Goodrich, Caren Tarus, Joseph W Hogan, Becky L Genberg. Population-based estimates and predictors of child and adolescent linkage to HIV care or death in western Kenya. JAIDS, 2023.
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Tao Liu*, Joseph W Hogan, Wanning Su, Yizhen Xu, Michael J Daniels, Kantor Rami. Informed Pooled Testing with Quantitative Assays. Submitted. [paper]