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Siyu Heng

Siyu Heng

Siyu Heng

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Assistant Professor of Biostatistics

Professional overview

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.

Education

PhD Candidate, Applied Mathematics and Computational Science (Statistics Track) University of Pennsylvania
BS, Mathematics, Nanjing University

Honors and awards

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)

Areas of research and study

Causal Inference
Epidemiology
Global Health
Health Equity
Instrumental Variables
Observational Studies
Public Health Policy
Randomized Experimentation
Social Sciences

Publications

Publications

Adaptive dwell scheduling for simultaneous multi-beam radar system based on array element selection with different polarization characteristics

Heng, S., Heng, S., Cheng, T., He, Z., Wang, Y., & Li, Z. (n.d.).

Publication year

2023

Journal title

Digital Signal Processing

Volume

140

Page(s)

104093
Abstract
Abstract
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Bias Correction for Randomization-Based Estimation in Inexactly Matched Observational Studies

Heng, S., Zhu, J., & Heng, S. (n.d.).

Publication year

2023

Journal title

arXiv preprint arXiv:2308.02005
Abstract
Abstract
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Contributed Talk at the 2023 ENAR.

Heng, S. (n.d.).

Publication year

2023
Abstract
Abstract
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Contributed Talk at the CCI Seminar, University of Pennsylvania.

Heng, S. (n.d.).

Publication year

2023
Abstract
Abstract
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Contributed Talk at the CCI Seminar, University of Pennsylvania.

Heng, S. (n.d.).

Publication year

2023
Abstract
Abstract
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Instrumental variables: to strengthen or not to strengthen?

Heng, S., Heng, S., Zhang, B. o., Han, X. u., Lorch, S. A., & Small, D. S. (n.d.).

Publication year

2023

Journal title

Journal of the Royal Statistical Society Series A: Statistics in Society

Volume

186

Issue

4

Page(s)

852--873
Abstract
Abstract
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Invited Talk at Doctoral Seminar, School of Global Public Health, New York University

Heng, S. (n.d.).

Publication year

2023
Abstract
Abstract
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Invited Talk at JSM 2023 (joint with Dr. Hyunseung Kang).

Heng, S. (n.d.).

Publication year

2023
Abstract
Abstract
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Invited Talk at ``Dose Finding in Drug Development and Beyond" -- Conference Honoring Dr. Naitee Ting’s 70th Birthday, Storrs, U.S.A.

Heng, S. (n.d.).

Publication year

2023
Abstract
Abstract
~

Randomization-based inference for average treatment effect in inexactly matched observational studies

Heng, S., Zhu, J., Zhang, J., Guo, Z., & Heng, S. (n.d.).

Publication year

2023

Journal title

arXiv preprint arXiv:2308.02005
Abstract
Abstract
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Real-time dwell scheduling algorithm for phased array radar based on a backtracking strategy

Heng, S., Li, Z., Cheng, T., & Heng, S. (n.d.).

Publication year

2023

Journal title

IET Radar, Sonar & Navigation

Volume

17

Issue

2

Page(s)

261--276
Abstract
Abstract
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Reconciling Overt Bias and Hidden Bias in Sensitivity Analysis for Matched Observational Studies

Heng, S., Heng, S., Shen, Y., & Wang, P. (n.d.).

Publication year

2023

Journal title

arXiv preprint arXiv:2311.11216
Abstract
Abstract
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Social distancing and COVID-19: randomization inference for a structured dose-response relationship

Heng, S., Zhang, B. o., Heng, S., Ye, T., & Small, D. S. (n.d.).

Publication year

2023

Journal title

The Annals of Applied Statistics

Volume

17

Issue

1

Page(s)

23--46
Abstract
Abstract
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The Central Role of the Propensity Score in Sensitivity Analysis for Matched Observational Studies

Heng, S., & Heng, S. (n.d.).

Publication year

2023

Journal title

Observational Studies

Volume

9

Issue

1

Page(s)

35--41
Abstract
Abstract
~

Valid Randomization Tests in Inexactly Matched Observational Studies via Iterative Convex Programming

Heng, S., Heng, S., Shen, Y., & Wang, P. (n.d.).

Publication year

2023

Journal title

arXiv e-prints

Page(s)

arXiv--2311
Abstract
Abstract
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A Model-Free and Finite-Population-Exact Framework for Randomized Experiments Subject to Outcome Misclassification via Integer Programming

Heng, S., Heng, S., & Shaw, P. A. (n.d.).

Publication year

2022

Journal title

arXiv preprint arXiv:2201.03111
Abstract
Abstract
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Bridging preference-based instrumental variable studies and cluster-randomized encouragement experiments: Study design, noncompliance, and average cluster effect ratio

Heng, S., Zhang, B. o., Heng, S., MacKay, E. J., & Ye, T. (n.d.).

Publication year

2022

Journal title

Biometrics

Volume

78

Issue

4

Page(s)

1639--1650
Abstract
Abstract
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Hemoglobin levels among male agricultural workers: analyses from the Demographic and Health Surveys to investigate a marker for chronic kidney disease of uncertain etiology

Heng, S., Lin, Y., Heng, S., Anand, S., Deshpande, S. K., & Small, D. S. (n.d.).

Publication year

2022

Journal title

Journal of occupational and environmental medicine

Volume

64

Issue

12

Page(s)

e805--e810
Abstract
Abstract
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Removing Strong Data Assumptions In Causal Inference Via Large-Scale Optimization

Heng, S., & Heng, S. (n.d.).

Publication year

2022
Abstract
Abstract
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Association between transesophageal echocardiography and clinical outcomes after coronary artery bypass graft surgery

Heng, 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

2021

Journal title

Journal of the American Society of Echocardiography

Volume

34

Issue

6

Page(s)

571--581
Abstract
Abstract
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Increasing power for observational studies of aberrant response: An adaptive approach

Heng, S., Heng, S., Kang, H., Small, D. S., & Fogarty, C. B. (n.d.).

Publication year

2021

Journal title

Journal of the Royal Statistical Society Series B: Statistical Methodology

Volume

83

Issue

3

Page(s)

482--504
Abstract
Abstract
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Relationship between changing malaria burden and low birth weight in sub-Saharan Africa: A difference-in-differences study via a pair-of-pairs approach

Heng, S., Heng, S., O’Meara, W. P., Simmons, R. A., & Small, D. S. (n.d.).

Publication year

2021

Journal title

Elife

Volume

10

Page(s)

e65133
Abstract
Abstract
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Sharpening the Rosenbaum sensitivity bounds to address concerns about interactions between observed and unobserved covariates

Heng, S., Heng, S., & Small, D. S. (n.d.).

Publication year

2021

Journal title

Statistica Sinica

Volume

31

Page(s)

2331--2353
Abstract
Abstract
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Finding the strength in a weak instrument in a study of cognitive outcomes produced by Catholic high schools

Heng, S., Heng, S., Small, D. S., & Rosenbaum, P. R. (n.d.).

Publication year

2020

Journal title

Journal of the Royal Statistical Society Series A: Statistics in Society

Volume

183

Issue

3

Page(s)

935--958
Abstract
Abstract
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On interactions between observed and unobserved covariates in matched observational studies

Heng, S., Heng, S., & Small, D. S. (n.d.).

Publication year

2020

Journal title

arXiv preprint arXiv:2004.00766
Abstract
Abstract
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Contact

siyuheng@nyu.edu 708 Broadway New York, NY, 10003