Heng, Siyu
- Social Distancing and COVID-19: Randomization Inference for a Structured Dose-Response Relationship
2020/11/12 by Zhang, Bo, Heng, Siyu, Ye, Ting +1 · 2 citations
#Applications (stat.AP) #FOS: Computer and information sciences #Methodology (stat.ME)
- A Comprehensive Graph Pooling Benchmark: Effectiveness, Robustness and Generalizability
2024/06/13 by Wang, Pengyun, Luo, Junyu, Shen, Yanxin +4 · 2 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Sharpening the Rosenbaum Sensitivity Bounds to Address Concerns About Interactions Between Observed and Unobserved Covariates
2020/04/02 by Heng, Siyu, Small, Dylan S. · 1 citation
#FOS: Computer and information sciences #Methodology (stat.ME)
- Bridging preference-based instrumental variable studies and cluster-randomized encouragement experiments: study design, noncompliance, and average cluster effect ratio
2020/07/14 by Zhang, Bo, Heng, Siyu, MacKay, Emily J. +1 · 1 citation
#Applications (stat.AP) #FOS: Computer and information sciences #Methodology (stat.ME)
- Sensitivity Analysis for Binary Outcome Misclassification in Randomization Tests via Integer Programming
2022/01/09 by Siyu Heng, Heng, Siyu, Pamela A. Shaw +1 · 1 citation
Mathematics · Computer Science · #Advanced Causal Inference Techniques #Statistical Methods in Clinical Trials #Explainable Artificial Intelligence (XAI)
- Randomization-Based Inference for Average Treatment Effects in Inexactly Matched Observational Studies
2023/08/03 by Zhu, Jianan, Zhang, Jeffrey, Guo, Zijian +1 · 2 citations
#FOS: Computer and information sciences #Methodology (stat.ME)
- Relationship between changing malaria burden and low birth weight in sub-Saharan Africa: a difference-in-differences study via a pair-of-pairs approach
2020/12/01 by Heng, Siyu, O'Meara, Wendy P., Simmons, Ryan A. +1 · 1 citation
#Applications (stat.AP) #FOS: Computer and information sciences
- Testing Biased Randomization Assumptions and Quantifying Imperfect Matching and Residual Confounding in Matched Observational Studies
2021/07/02 by Chen, Kan, Heng, Siyu, Long, Qi +1 · 1 citation
#FOS: Computer and information sciences #Methodology (stat.ME)
- Design-Based Causal Inference with Missing Outcomes: Missingness Mechanisms, Imputation-Assisted Randomization Tests, and Covariate Adjustment
2023/10/28 by Heng, Siyu, Zhang, Jiawei, Feng, Yang · 1 citation
#FOS: Computer and information sciences #Methodology (stat.ME)
- Sensitivity Analysis for Matched Observational Studies with Continuous Exposures and Binary Outcomes
2024/01/12 by Zhang, Jeffrey, Small, Dylan, Heng, Siyu · 2 citations
#FOS: Computer and information sciences #Methodology (stat.ME)
- Bridging the Gap Between Design and Analysis: Randomization Inference and Sensitivity Analysis for Matched Observational Studies with Treatment Doses
2024/09/19 by Zhang, Jeffrey, Heng, Siyu · 3 citations
#FOS: Computer and information sciences #Methodology (stat.ME)
- Re-evaluating the impact of reduced malaria prevalence on birthweight in sub-Saharan Africa: A pair-of-pairs study via two-stage bipartite and non-bipartite matching
2024/09/28 by Wang, Pengyun, Huang, Ping, Jin, Yifan +5 · 1 citation
#Applications (stat.AP) #FOS: Computer and information sciences