Siyu Heng
Siyu Heng
Assistant Professor of Biostatistics
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Professional overview
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Siyu Heng, PhD is an Assistant Professor in the Department of Biostatistics, with an interest in both methodology research and applied research. His areas of expertise are in causal inference, health data science, observational studies, randomized trials, sensitivity analysis, instrumental variables, measurement error, and in survey data and their applications in public health.
Dr. Heng’s research has been published in the Journal of the Royal Statistical Society and in Physical Review, among others. He has been recognized with several awards, including the IPUMS Global Health Research Award for the Best Student Paper; the Lawrence D. Brown Best Paper Award; the ASA Mental Health Statistics Section Student Paper Award; the ENAR Distinguished Student Paper Award; the NESS Student Research Award, and the Wellcome Trust Data Reuse Prize.
Dr. Heng received his PhD in applied mathematics and computational science from the University of Pennsylvania, and his BA in statistics from Nanjing University.
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Education
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PhD Candidate, Applied Mathematics and Computational Science (Statistics Track) University of PennsylvaniaBS, Mathematics, Nanjing University
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Honors and awards
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IPUMS Global Health Research Award for the Best Student Paper, Integrated Public Use Microdata Series (2021)IMS Hannan Graduate Student Travel Award, Institute of Mathematical Statistics (2021)ASA Mental Health Statistics Section Student Paper Award, American Statistical Association Section on Mental Health Statistics (2021)ENAR Distinguished Student Paper Award, International Biometric Society Eastern North American Region (2021)Wellcome Trust Data Reuse Prize: Malaria, Wellcome Trust (2019)Benjamin Franklin Fellowship, University of Pennsylvania School of Arts and Sciences (201620172018)
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Areas of research and study
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Causal InferenceEpidemiologyGlobal HealthHealth EquityInstrumental VariablesObservational StudiesPublic Health PolicyRandomized ExperimentationSocial Sciences
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Publications
Publications
Adaptive dwell scheduling for simultaneous multi-beam radar system based on array element selection with different polarization characteristics
AbstractHeng, S., Heng, S., Cheng, T., He, Z., Wang, Y., & Li, Z. (n.d.).Publication year
2023Journal title
Digital Signal ProcessingVolume
140Page(s)
104093Abstract~Bias Correction for Randomization-Based Estimation in Inexactly Matched Observational Studies
AbstractHeng, S., Zhu, J., & Heng, S. (n.d.).Publication year
2023Journal title
arXiv preprint arXiv:2308.02005Abstract~Contributed Talk at the CCI Seminar, University of Pennsylvania.
AbstractHeng, S. (n.d.).Publication year
2023Abstract~Contributed Talk at the CCI Seminar, University of Pennsylvania.
AbstractHeng, S. (n.d.).Publication year
2023Abstract~Instrumental variables: to strengthen or not to strengthen?
AbstractHeng, S., Heng, S., Zhang, B. o., Han, X. u., Lorch, S. A., & Small, D. S. (n.d.).Publication year
2023Journal title
Journal of the Royal Statistical Society Series A: Statistics in SocietyVolume
186Issue
4Page(s)
852--873Abstract~Invited Talk at Doctoral Seminar, School of Global Public Health, New York University
AbstractHeng, S. (n.d.).Publication year
2023Abstract~Invited Talk at JSM 2023 (joint with Dr. Hyunseung Kang).
AbstractHeng, S. (n.d.).Publication year
2023Abstract~Invited Talk at ``Dose Finding in Drug Development and Beyond" -- Conference Honoring Dr. Naitee Ting’s 70th Birthday, Storrs, U.S.A.
AbstractHeng, S. (n.d.).Publication year
2023Abstract~Randomization-based inference for average treatment effect in inexactly matched observational studies
AbstractHeng, S., Zhu, J., Zhang, J., Guo, Z., & Heng, S. (n.d.).Publication year
2023Journal title
arXiv preprint arXiv:2308.02005Abstract~Real-time dwell scheduling algorithm for phased array radar based on a backtracking strategy
AbstractHeng, S., Li, Z., Cheng, T., & Heng, S. (n.d.).Publication year
2023Journal title
IET Radar, Sonar & NavigationVolume
17Issue
2Page(s)
261--276Abstract~Reconciling Overt Bias and Hidden Bias in Sensitivity Analysis for Matched Observational Studies
AbstractHeng, S., Heng, S., Shen, Y., & Wang, P. (n.d.).Publication year
2023Journal title
arXiv preprint arXiv:2311.11216Abstract~Social distancing and COVID-19: randomization inference for a structured dose-response relationship
AbstractHeng, S., Zhang, B. o., Heng, S., Ye, T., & Small, D. S. (n.d.).Publication year
2023Journal title
The Annals of Applied StatisticsVolume
17Issue
1Page(s)
23--46Abstract~The Central Role of the Propensity Score in Sensitivity Analysis for Matched Observational Studies
AbstractHeng, S., & Heng, S. (n.d.).Publication year
2023Journal title
Observational StudiesVolume
9Issue
1Page(s)
35--41Abstract~Valid Randomization Tests in Inexactly Matched Observational Studies via Iterative Convex Programming
AbstractHeng, S., Heng, S., Shen, Y., & Wang, P. (n.d.).Publication year
2023Journal title
arXiv e-printsPage(s)
arXiv--2311Abstract~A Model-Free and Finite-Population-Exact Framework for Randomized Experiments Subject to Outcome Misclassification via Integer Programming
AbstractHeng, S., Heng, S., & Shaw, P. A. (n.d.).Publication year
2022Journal title
arXiv preprint arXiv:2201.03111Abstract~Bridging preference-based instrumental variable studies and cluster-randomized encouragement experiments: Study design, noncompliance, and average cluster effect ratio
AbstractHeng, S., Zhang, B. o., Heng, S., MacKay, E. J., & Ye, T. (n.d.).Publication year
2022Journal title
BiometricsVolume
78Issue
4Page(s)
1639--1650Abstract~Hemoglobin levels among male agricultural workers: analyses from the Demographic and Health Surveys to investigate a marker for chronic kidney disease of uncertain etiology
AbstractHeng, S., Lin, Y., Heng, S., Anand, S., Deshpande, S. K., & Small, D. S. (n.d.).Publication year
2022Journal title
Journal of occupational and environmental medicineVolume
64Issue
12Page(s)
e805--e810Abstract~Removing Strong Data Assumptions In Causal Inference Via Large-Scale Optimization
AbstractHeng, S., & Heng, S. (n.d.).Publication year
2022Abstract~Association between transesophageal echocardiography and clinical outcomes after coronary artery bypass graft surgery
AbstractHeng, S., MacKay, E. J., Zhang, B. o., Heng, S., Ye, T., Neuman, M. D., Augoustides, J. G., Feinman, J. W., Desai, N. D., & Groeneveld, P. W. (n.d.).Publication year
2021Journal title
Journal of the American Society of EchocardiographyVolume
34Issue
6Page(s)
571--581Abstract~Increasing power for observational studies of aberrant response: An adaptive approach
AbstractHeng, S., Heng, S., Kang, H., Small, D. S., & Fogarty, C. B. (n.d.).Publication year
2021Journal title
Journal of the Royal Statistical Society Series B: Statistical MethodologyVolume
83Issue
3Page(s)
482--504Abstract~Relationship between changing malaria burden and low birth weight in sub-Saharan Africa: A difference-in-differences study via a pair-of-pairs approach
AbstractHeng, S., Heng, S., O’Meara, W. P., Simmons, R. A., & Small, D. S. (n.d.).Publication year
2021Journal title
ElifeVolume
10Page(s)
e65133Abstract~Sharpening the Rosenbaum sensitivity bounds to address concerns about interactions between observed and unobserved covariates
AbstractHeng, S., Heng, S., & Small, D. S. (n.d.).Publication year
2021Journal title
Statistica SinicaVolume
31Page(s)
2331--2353Abstract~Finding the strength in a weak instrument in a study of cognitive outcomes produced by Catholic high schools
AbstractHeng, S., Heng, S., Small, D. S., & Rosenbaum, P. R. (n.d.).Publication year
2020Journal title
Journal of the Royal Statistical Society Series A: Statistics in SocietyVolume
183Issue
3Page(s)
935--958Abstract~On interactions between observed and unobserved covariates in matched observational studies
AbstractHeng, S., Heng, S., & Small, D. S. (n.d.).Publication year
2020Journal title
arXiv preprint arXiv:2004.00766Abstract~