Publication

  • Jaeyoung Park#, Muxuan Liang* (co-first author), Ying-Qi Zhao, Xiang Zhong. Efficient surrogate-assisted inference for patient-reported outcome measures with complex missing mechanism. Submitted. [paper]

  • Muxuan Liang, Menggang Yu* (2022). Relative Contrast Estimation and Inference for Treatment Recommendation. Minor revision for Biometrics.

  • Muxuan Liang, Young-Geun Choi, Yang Ning, Maureen Smith, Ying-Qi Zhao* (2022). Estimation and inference on high-dimensional individualized treatment rule in observational data using split-and-pooled de-correlated score. Journal of Machine Learning Research. [paper][package][shiny]

  • Baran Vardar, Ece Meram, Kerim Karaoglu, Muxuan Liang, Menggang Yu, Paul Laeseke, Orhan Ozkan (2022). Radioembolization followed by Transarterial Chemoembolozation in Hepatocellular Carcinoma. Cureus Journal of Medical Science.

  • Yi Li*, Muxuan Liang, Lu Mao, Sijian Wang (2021). Robust Estimation and Variable Selection for the Accelerated Failure Time Model. Statistics in Medicine. [paper][package]

  • Muxuan Liang, Ying-Qi Zhao* (2021). Comment on "More efficient policy learning via optimal retargeting" and "Learning optimal distributionally robust individualized treatment rules". Journal of the American Statistical Association [paper].

  • Muxuan Liang, Menggang Yu* (2020). A Semiparametric Approach to Model Effect Modification. Journal of the American Statistical Association. [paper][package]

  • Jaeyoung Park#, Muxuan Liang, Jordan Alpert, Richard Brown, Xiang Zhong* (2020). Examining the Causal Relationship of Portal Usage and Self-Efficacious Health Information Seeking Behaviors Using HINTS Data. Journal of Medical Internet Research. [paper]

  • Xiang Zhong*, Jaeyoung Park#, Muxuan Liang, Fangyun Shi, Pamela R. Budd, Julie L. Sprague, Marvin A. Dewar (2020). Characteristics of Patients Using Different Patient Portal Functions and the Impact on Primary Care Service Utilization and Appointment Adherence. Journal of Medical Internet Research. [paper]

  • Muxuan Liang*, Ting Ye, Haoda Fu (2018). Estimating Individualized Optimal Combination Therapies through Outcome Weighted Deep Learning Algorithms. Statistics in Medicine. [paper]

  • Jared Huling, Menggang Yu*, Muxuan Liang, Maureen Smith (2018). Risk Prediction for Heterogeneous Populations with Application to Hospital Admission Prediction. Biometrics. [paper][package]

  • Xiang Zhong*, Muxuan Liang, Menggang Yu, Marvin A. Dewar, Pam R. Budd, Julie L. Sprague (2018). On the effect of electronic patient portal on primary care utilization. BMC Medical Informatics and Decision Making. [paper]

  • Carlos Coriano, Fabao Liu, Chelsie K. Sievers, Muxuan Liang, Yidan Wang, Yoongho Lim, Menggang Yu, Wei Xu* (2018). A Computational Based Approach to Identify Estrogen Receptor alpha/beta Heterodimer Selective Ligands. Molecular Pharmacology. [paper]

  • Sai Zhang, Muxuan Liang, Zhongjun Zhou, Chen Zhang, Ning Chen, Ting Chen, and Jianyang Zeng* (2017). Elastic Restricted Boltzmann Machines for Cancer Data Analysis. Quantitative Biology. [paper]

  • Muxuan Liang, Zhizhong Li, Ting Chen and Jianyang Zeng* (2015). Integrative Data Analysis of Multi-platform Cancer Data with a Multimodal Deep Learning Approach. IEEE/ACM Transactions on Computational Biology and Bioinformatics. [paper][code]

* indicates the corresponding author; # indicates the student mentored