Piaomu Liu

  • Associate Professor, Mathematical Sciences
  • Ph.D. in Statistics, University of South Carolina
  • M.S. in Statistics, The University of Iowa
  • B.A. in Economics, Carleton College

Teaching Interests

Data science (analytics, statistical learning, etc), Applied multivariate statistics, and Lifetime Data Analysis

Research Interests

Lifetime data analysis (recurrent event & competing risks), joint dynamic modeling, semiparametric methods, interdisciplinary research and topics in data science.

Professional Memberships

  • INFORMS/Applied Probability Society 2017-05-27 - Present
  • Institute of Mathematical Statistics 2017-05-27 - Present
  • International Chinese Statistical Association 2017-05-27 - Present
  • International Society of Bayesian Analysis 2017-05-27 - Present
  • International Biometrics Society (ENAR) 2014-03-01 - Present
  • American Statistical Assoiation 2009-09-01 - Present
  • Awards and Honors

  • Bentley Research Council Grant (with Prof. Tony Ng), Bentley University
  • Nomination for Cronin Award for Excellence in Academic Advising and Mentoring, Bentley University
  • Bentley Research Council Grant (with Prof. Jennifer Xu), Bentley University
  • Faculty Affairs Committee (FAC) Grant, Bentley University
  • Seed Funds, Bentley Health Thought Leadership Network
  • 2018, 2019, 2020, Summer Research Grant, Bentley Univeristy
  • The Graduate School Travel Grant, USC-Columbia
  • Boyd Harshbarger Travel Award, SRCOS Summer Research Conference
  • Travel Grant, Dept. of Statistics, USC-Columbia
  • Outstanding Graduate Assistant Award, Dept. of Statistics, USC-Columbia
  • Travel Grant, The 3rd Workshop on Biostatistics and Bioinformatics Workshop
  • The Graduate School Travel Grant, USC-Columbia
  • Travel Grant, Dept. of Statistics, USC-Columbia
  • Citizenship Award, Dept. of Statistics, USC-Columbia
  • Thank-a-Teacher Letter Recognition, The University of Iowa
  • Starr Cross-Cultural Scholarship (Full Scholarship for Four Years), The Starr Foundation
  • Scholarly Contributions and Creative Productions

    Journal Articles


  • Tong, L., Liu, P., Edsel A. Peña, E. (2025). Joint dynamic models and statistical inference for recurrent competing risks, longitudinal marker, and health status. Electronic Journal of Statistics
  • Edwards, D., Liu, P., Delage, A. (2023). Model-Based Stratification of Payment Populations in Medicare Integrity Investigations. Survey Methodology, (49) 2 607-626.
  • Li, M., Lo, V., Liu, P., Smith, E. (2022). The impact of Timothy’s Law on hospitalization among patients with mental health conditions in New York State. International Journal of Mental Health Systems, (16) 25
  • Li, M., Lo, V., Liu, P., Smith, E. (2022). The impact of Timothy's Law on hospitalization among patients with mental health conditions in New York State. International Journal of Mental Health Systems, (16) Issue 1 (Link)
  • Bhaduri, M., Dery, J., Haughton, D. M., Li, T., Liu, P., Nan, W. (2021). Dynamics of Reward- Based Crowdfunding: Kickstarter Rock Music Projects. Chance, (34) 1
  • Watson, S., Cooper, K., Liu, P., Gharraee, N., Du, L., Han, S., Peña, E., Sutton, M., Eberth, J., Lessner, S. (2021). Diet alters age-related remodeling of aortic collagen in mice susceptible to atherosclerosis. American Journal of Physiology - Heart and Circulatory Physiology, (320) Issue 1 (Link)
  • Watson, S., Cooper, K., Liu, P., Gharraee, N., Du, ., Han , S., Peña, E., Sutton, M., Eberth, J., Lessner, S. (2020). Diet Alters Age-related Remodeling of Aortic Collagen in Mice Susceptible to Atherosclerosis. American Journal of Physiology-Heart and Circulatory Physiology, (320)
  • Oliver, D., Ji, H., Liu, P., Gasparian , A., Gardiner, E., Lee, S., Zenteno, A., Prinskaya, L. O., Chen, M., Buckhaults, P., Broude, E., Wyatt, M. D., Valafar, H., Peña, E., Shtutman, . (2017). Identification of novel cancer therapeutic targets using a designed and pooled shRNA library screen. Scientific Reports/Nature Research Journals 7 (Link)
  • Chumanevich, A., Chaparala, A., Witalison, E., Tashkandi, H., Hofseth, A., Lane, C., Pena, E., Liu, P., Pittman, D., Nagarkatti, P., Nagarkatti, M., Hofseth, L., Chumanevich, A. (2017). Looking for the best anti-colitis medicine: A comparative analysis of current and prospective compounds. Oncotarget, (8) Issue 1 (Link)
  • Liu, P., Peña, E. A. (2016). Sojourning with the Homogeneous Poisson Process. The American Statistician, (70) 4 413-423. (Link)
  • Watson, S. R., Liu, P., Peña, E. A., Sutton, M. A., Eberth, J. E., Lessener, S. M. (2016). Comparison of Aortic Collagen Fiber Angle Distribution in Mouse Models of Atherosclerosis Using Second-Harmonic Generation (SHG) Microscopy. Microscopy and microanalysis, (22) 1 55-62.
  • Book Chapters


  • Liu, P., Peña, E. A. (2016). Dynamic Modeling & Analysis of Recurrent Competing Risks and a Terminal Event Statistical, Stochastic and Data Analysis Methods and Applications. ISAST: International Society for the Advancement of Science and Technology, 2015
  • Conference Proceedings


  • Xu, J., Liu, P., Adeborna, E., Motiwalla, L. (2026). “Constructing Baselines for Popularity Bias in Recommender Systems: A Simulation Approach”
  • Peña, E., Liu, P. (2019). “Joint Modeling of Discrete-valued Marker Process, Competing Recurrent Events Process, and Discrete-value Health Status Process.” ISI World Congress 2019 Conference Proceedings, Special Topic Session
  • Liu, P., Peña, E. (2015). “Joint Dynamic Modeling of Recurrent Competing Risks and a Terminal Event” Proceedings of the 9th International Conference on Mathematical Methods in Reliability
  • Watson, S., Liu, P., Peña, E. A., Sutton, M., Eberth, J., Lessner, S. (2015). “Diet-induced Vascular Remodeling Produces a Shift in Collagen Fiber Angle Distribution in a Mouse Model of Atherosclerosis” The FASEB Journal 29.1_supplement (2015): 719-9
  • Other Scholarly Work


  • The Institutional Medical Mistrust Scale: An Institutional-Level Approach to Mistrust. Forthcoming.
  • Presentations


  • Xu, J., Liu, P., Adeborna, E., Motiwalla, L. (2026). “Constructing Baselines for Popularity Bias in Recommender Systems: A Simulation Approach” Presented at the the 24th Workshop on e-Business (WeB 2025)
  • (1964). “Model-Based Stratification of Payment Populations in Medicare Integrity Investigations” Presented at the The American Statistical Association Joint Statistical Meetings Toronto, Canada
  • (1964). “Model-Based Stratification of Payment Populations in Medicare Integrity Investigations” Presented at the International Statistical Institute World Statistics Congress (ISI - WSC) Toronto, Canada
  • Li, M., Lo, V., Liu, P., Smith, E. (2021). “How did the Timothy's Law impact on hospitalization among mental patients in New York State? A causal approach on a mental disparity policy.” Presented at the American Statistics Association Joint Statistical Meeting virtual
  • Liu, P. (2020). “HPP-based Recurrent Event Models and Joint Modeling of Recurrent Competing Risks and Terminal Event” Presented at the International Conference in Mathematics and Applications (ICMA-MU) Thailand, Bangkok (virtual)
  • Liu, P. (2020). “Predictive Accuracy Gains in Joint Dynamic Modeling of Recurrent Competing Risks and Terminal Event” Presented at the American Statistical Association Joint Statistical Meeting Virtual
  • Liu, P. (2019). “A Simulation Approach to Predicting Time to Terminal Event in Joint Dynamic Modeling” Presented at the American Statistical Association Joint Statistical Meeting Denver, CO
  • Liu, P. (2019). “Joint Dynamic Modeling of Longitudinal Marker, Recurrent Competing Risks and Terminal Event” Presented at the The Lifetime Data Science Section of ASA 2019 Conference on Lifetime Data Science: Foundations and Frontiers Pittsburgh, PA
  • Liu, P. (2017). “Thinking about Music Statistically” Presented at the Bentley University Bentley University DART Seminar CMT, Bentley University
  • Liu, P., Peña, E. A. (2016). “Sojourning With the Homogeneous Poisson Process” Presented at the Bentley University 4th Annual Research Showcase Poster Session and Reception Bentley University
  • Liu, P., Peña, E. (2016). “Model Diagnostics of a Class of Joint Dynamic Models of Recurrent Competing Risks and Terminal Event” Presented at the American Statistical Associatioin Joint Statistical Meeting Chicago, IL
  • Liu, P., Peña, E. (2015). “Joint Dynamic Modeling of Recurrent Competing Risks and a Terminal Event,” Presented at the Joint Statistical Meeting Seattle, WA
  • Liu, P., Peña, E. (2015). “Joint Dynamic Modeling of Recurrent Competing Risks and a Terminal Event,” Presented at the NISS/SAMSI SRCOS Summer Research Conference Wilmington, NC
  • Liu, P., Peña, E. (2015). “Joint Dynamic Modeling of Recurrent Competing Risks and a Terminal Event,” Presented at the Dept. of Statistics, USC-Columbia Research Seminar Columbia, SC
  • Liu, P., Peña, E. (2014). “Distributional Properties and Peculiarities of HPP-Based Recurrent Event Models” Presented at the NSF, IMS, ICSA, the GSU Research Foundation, and the Dept. of Mathematics and Statistics in the GSU. 3rd Workshop on Biostatistics And Bioinformatics Atlanta, Geogia
  • Liu, P., Peña, E. (2014). “Distributional Properties and Peculiarities of HPP-Based Recurrent Event Models” Presented at the ENAR Conference Baltimore, MD
  • Service

    Service: Department


  • Committee Member for P & T 7/1/23 - Present
  • for MS in Business Analytics Program Internship Coordinator 6/1/19 - Present
  • Committee Member for Data Analytics Major Curriculum Committee 1/1/19 - Present
  • for Social Committee 1/1/19 - 5/31/19
  • Committee Member for Graduate (MS/PhD) Curriculum Committee 1/1/16 - Present
  • Service: Professional


  • Reviewer for Journal of Applied Statistics 2024-08-01 - 2024-08-31
  • Webmaster for Boston Chapter of American Statistical Association (BCASA) 1/1/21 - 12/31/23
  • Committee Member for Analytics Without Borders Conference Organizing Committee 9/1/20 - 3/31/21
  • Publications Officer for Section on Risk Analysis, the American Statistical Association 1/1/20 - 12/31/21
  • Committee Member for Analytics Without Borders Conference Organizing Committee 9/1/19 - 3/31/20
  • Committee Member for Bernard Harris Memorial Symposium: Risk in the 21st Century, ASA Section on Risk Analysis 5/10/18 - 5/11/18
  • Service: University


  • Primary Liaison Contact for National Institute of Statistical Sciences (NISS) 1/1/25 - Present
  • University Senate for Faculty Senate 9/1/24 - Present
  • Co-affiliate Liaison Contact for National Institute of Statistical Sciences (NISS) 9/1/18 - Present
  • for Bentley Health Thought Leadership Network 1/1/18 - 1/31/19
  • Advisor for LSM Concentration - Quantitative Perspectives 1/1/17 - 5/31/18