Leveraging mixed and incomplete outcomes via reduced-rank modeling. - Chongliang Luo; Jian Liang 002; Gen Li 004; Fei Wang 001; Changshui Zhang; Dipak K. Dey; Kun Chen 002 (J. Multivar. Anal., 2018)

Exploring difference in public perceptions on HPV vaccine between gender groups from Twitter using deep learning. - Jingcheng Du; Chongliang Luo; Qiang Wei; Yong Chen 016; Cui Tao (CoRR, 2019)

Leveraging deep learning to understand health beliefs about the Human Papillomavirus Vaccine from social media. - Jingcheng Du; Rachel Cunningham; Yang Xiang 001; Fang Li 011; Yuxi Jia; Julie A. Boom; Sahiti Myneni; Jiang Bian 001; Chongliang Luo; Yong Chen 016; Cui Tao (npj Digit. Medicine, 2019)

Leverage Real-World Longitudinal Data in Large Clinical Research Networks for Alzheimer's Disease and Related Dementia (ADRD). - Rui Duan 004; Zhaoyi Chen; Jiayi Tong; Chongliang Luo; Tianchen Lyu; Cui Tao; Demetrius Maraganore; Jiang Bian 001; Yong Chen 016 (AMIA, 2020)

Learning from local to global: An efficient distributed algorithm for modeling time-to-event data. - Rui Duan 004; Chongliang Luo; Martijn J. Schuemie; Jiayi Tong; C. Jason Liang; Howard H. Chang; Mary Regina Boland; Jiang Bian 001; Hua Xu 001; John H. Holmes; Christopher B. Forrest; Sally C. Morton; et al. (J. Am. Medical Informatics Assoc., 2020)

dPQL: a lossless distributed algorithm for generalized linear mixed model with application to privacy-preserving hospital profiling. - Chongliang Luo; Md. Nazmul Islam; Natalie E. Sheils; John Buresh; Martijn J. Schuemie; Jalpa A. Doshi; Rachel M. Werner; David A. Asch; Yong Chen 016 (J. Am. Medical Informatics Assoc., 2022)

Distributed Quasi-Poisson regression algorithm for modeling multi-site count outcomes in distributed data networks. - Mackenzie J. Edmondson; Chongliang Luo; Md. Nazmul Islam; Natalie E. Sheils; John Buresh; Zhaoyi Chen; Jiang Bian 001; Yong Chen 016 (J. Biomed. Informatics, 2022)

Privacy-preserving harmonization via distributed ComBat. - Andrew A. Chen; Chongliang Luo; Yong Chen 016; Russell T. Shinohara; Haochang Shou (NeuroImage, 2022)

Distributed learning for heterogeneous clinical data with application to integrating COVID-19 data across 230 sites. - Jiayi Tong; Chongliang Luo; Md. Nazmul Islam; Natalie E. Sheils; John Buresh; Mackenzie J. Edmondson; Peter A. Merkel; Ebbing Lautenbach; Rui Duan 004; Yong Chen 016 (npj Digit. Medicine, 2022)

Confidence score: a data-driven measure for inclusive systematic reviews considering unpublished preprints. - Jiayi Tong; Chongliang Luo; Yifei Sun; Rui Duan 004; M. Elle Saine; Lifeng Lin; Yifan Peng 002; Yiwen Lu; Anchita Batra; Anni Pan; Olivia Wang; Ruowang Li; et al. (J. Am. Medical Informatics Assoc., 2024)

Evaluating site-of-care-related racial disparities in kidney graft failure using a novel federated learning framework. - Jiayi Tong; Yishan Shen; Alice Xu; Xing He 003; Chongliang Luo; Mackenzie J. Edmondson; Dazheng Zhang; Yiwen Lu; Chao Yan 004; Ruowang Li; Lianne Siegel; Lichao Sun 001; et al. (J. Am. Medical Informatics Assoc., 2024)

Learning competing risks across multiple hospitals: one-shot distributed algorithms. - Dazheng Zhang; Jiayi Tong; Naimin Jing; Yuchen Yang; Chongliang Luo; Yiwen Lu; Dimitri A. Christakis; Diana Güthe; Mady Hornig; Kelly J. Kelleher; Keith E. Morse; Colin M. Rogerson; et al. (J. Am. Medical Informatics Assoc., 2024)

One-shot distributed algorithms for addressing heterogeneity in competing risks data across clinical sites. - Dazheng Zhang; Jiayi Tong; Ronen Stein; Yiwen Lu; Naimin Jing; Yuchen Yang; Mary Regina Boland; Chongliang Luo; Robert N. Baldassano; Raymond J. Carroll; Christopher B. Forrest; Yong Chen 016 (J. Biomed. Informatics, 2024)

Communication-efficient federated learning of temporal effects on opioid use disorder with data from distributed research networks. - C. Jason Liang; Chongliang Luo; Henry R. Kranzler; Jiang Bian 001; Yong Chen 016 (J. Am. Medical Informatics Assoc., 2025)

Unlocking efficiency in real-world collaborative studies: a multi-site international study with one-shot lossless GLMM algorithm. - Jiayi Tong; Jenna Marie Reps; Chongliang Luo; Yiwen Lu; Lu Li; Juan Manuel Ramirez-Anguita; Milou T. Brand; Scott L. DuVall; Thomas Falconer; Alex Mayer Fuentes; Xing He 003; Michael E. Matheny; et al. (npj Digit. Medicine, 2025)