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Liangyuan Hu
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Year
Handbook of missing data methodology
G Molenberghs, G Fitzmaurice, MG Kenward, A Tsiatis, G Verbeke
CRC Press, 2014
3872014
EMT-and stroma-related gene expression and resistance to PD-1 blockade in urothelial cancer
L Wang, A Saci, PM Szabo, SD Chasalow, M Castillo-Martin, ...
Nature communications 9, 3503, 2018
2522018
Brachytherapy-based radiotherapy and radical prostatectomy are associated with similar survival in high-risk localized prostate cancer
RD Ennis, L Hu, SN Ryemon, J Lin, M Mazumdar
Journal of Clinical Oncology 36 (12), 1192-1198, 2018
842018
Estimation of causal effects of multiple treatments in observational studies with a binary outcome
L Hu, C Gu, M Lopez, J Ji, J Wisnivesky
Statistical Methods in Medical Research 29 (11), 3218-3234, 2020
612020
Social and economic characteristics of street youth by gender and level of street involvement in Eldoret, Kenya
R Sorber, S Winston, J Koech, D Ayuku, L Hu, J Hogan, P Braitstein
PLoS One 9 (5), e97587, 2014
552014
Estimating heterogeneous survival treatment effect in observational data using machine learning
L Hu, J Ji, F Li
Statistics in Medicine 40 (21), 4691-4713, 2021
522021
Prospective cohort study to investigate the safety of preoperative tumor necrosis factor inhibitor exposure in patients with inflammatory bowel disease undergoing intra …
BL Cohen, P Fleshner, SV Kane, HH Herfarth, N Palekar, FA Farraye, ...
Gastroenterology 163 (1), 204-221, 2022
402022
Longitudinal autonomic nervous system measures correlate with stress and ulcerative colitis disease activity and predict flare
RP Hirten, M Danieletto, R Scheel, M Shervey, J Ji, L Hu, J Sauk, L Chang, ...
Inflammatory bowel diseases 27 (10), 1576-1584, 2021
362021
Comparison of statistical and machine learning models for healthcare cost data: a simulation study motivated by Oncology Care Model (OCM) data
M Mazumdar, JYJ Lin, W Zhang, L Li, M Liu, K Dharmarajan, ...
BMC Health Services Research 20, 350, 2020
362020
Causal comparative effectiveness analysis of dynamic continuous‐time treatment initiation rules with sparsely measured outcomes and death
L Hu, JW Hogan
Biometrics 75 (2), 695-707, 2019
332019
The government of Kenya cash transfer for orphaned and vulnerable children: cross-sectional comparison of household and individual characteristics of those with and without
D Ayuku, L Embleton, J Koech, L Atwoli, L Hu, S Ayaya, J Hogan, ...
BMC international health and human rights 14, 1-14, 2014
322014
Tree‐Based Machine Learning to Identify and Understand Major Determinants for Stroke at the Neighborhood Level
L Hu, B Liu, J Ji, Y Li
Journal of the American Heart Association 9 (22), e016745, 2020
312020
Modeling the causal effect of treatment initiation time on survival: Application to HIV/TB co‐infection
L Hu, JW Hogan, AW Mwangi, A Siika
Biometrics 74 (2), 703-713, 2018
292018
Machine learning identifies novel blood protein predictors of penetrating and stricturing complications in newly diagnosed paediatric Crohn's disease
RC Ungaro, L Hu, J Ji, S Nayar, S Kugathasan, LA Denson, J Hyams, ...
Alimentary Pharmacology & Therapeutics 53 (2), 281-290, 2021
282021
A Bayesian perspective on assessing sensitivity to assumptions about unobserved data
J Hogan, M Daniels, L Hu
Handbook of Missing Data Methodology, 405-434, 2014
282014
Ranking sociodemographic, health behavior, prevention, and environmental factors in predicting neighborhood cardiovascular health: a Bayesian machine learning approach
L Hu, B Liu, Y Li
Preventive medicine 141, 106240, 2020
202020
Machine learning to identify and understand key factors for provider-patient discussions about smoking
L Hu, L Li, J Ji
Preventive Medicine Reports 20, 101238, 2020
162020
Propensity Score Weighting Analysis of Survival Outcomes Using Pseudo-observations
S Zeng, F Li, L Hu, F Li
Statistica Sinica, In press, 2022
152022
Estimating heterogeneous survival treatment effects of lung cancer screening approaches: A causal machine learning analysis
L Hu, JYJ Lin, K Sigel, M Kale
Annals of Epidemiology 62, 36-42, 2021
152021
Estimation of causal effects of multiple treatments in healthcare database studies with rare outcomes
L Hu, C Gu
Health Services and Outcomes Research Methodology 21 (3), 287-308, 2021
152021
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Articles 1–20