Publications

Optimizing Sequential Decision Rules for Prostate Cancer Biopsy Management: A Multi-Objective Statistical Framework

accepted — Journal of the American Statistical Association

TL;DR: Develop a sequential decision-making framework under multiple objectives, offering an optimal stopping decision rule to reduce testing burden without significantly impacting diagnostic quality.

Qiu, Jiaming, Ying-Qi Zhao, John Wei, Arul Chinnaiyan, Jeffrey Tosoian, and Yingye Zheng. 2026+. Optimizing Sequential Decision Rules for Prostate Cancer Biopsy Management: A Multi-Objective Statistical Framework. Journal of the American Statistical Association. (accepted)

Shift-Adjusted Neyman–Pearson Classifiers via Single Index Modeling

Qiu, Jiaming, Ying-Qi Zhao, and Yingye Zheng. 2026+. Shift-Adjusted Neyman--Pearson Classifiers via Single Index Modeling. (Under review)

Spatial Prediction of Local Soil Erosion Distribution in the Wasserstein Space

accepted — Annals of Applied Statistics

TL;DR: Model spatially distributed probability densities in the Wasserstein space to predict erosion over an entire province based on limited survey data.

Qiu, Jiaming, Xiongtao Dai, Zhengyuan Zhu, and Shuiqin Yin. 2026+ Spatial Prediction of Local Soil Erosion Distribution in the Wasserstein Space. Annals of Applied Statistics. (accepted)

Primal–Dual Alternating Neural Learning for Timely Classification with Performance Guarantees

Qiu, Jiaming, Yingye Zheng, and Ying-Qi Zhao. 2026+. Primal--Dual Alternating Neural Learning for Timely Classification with Performance Guarantees. (Under review)

The Marginal Density of a TMA(1) Process

Published in Journal of Time Series Analysis, 2020

link

Li, Dong, and Jiaming Qiu. 2020. The Marginal Density of a TMA(1) Process. Journal of Time Series Analysis 41 (3): 476–84.

Nonparametric Estimation of Repeated Densities with Heterogeneous Sample Sizes

Published in Journal of the American Statistical Association, 2022

link. arxiv. software.

Qiu, Jiaming, Xiongtao Dai, and Zhengyuan Zhu. 2022. Nonparametric Estimation of Repeated Densities with Heterogeneous Sample Sizes. Journal of the American Statistical Association 119 (545): 176–88.

Possible Indicators of Amputation and Insufficient Perfusion after Heat Press Injury: A Retrospective Study

Published in Burns, 2022

link.

Jiang, Huihao, Jiaming Qiu, Xiaozhuo Zhao, and Guoan Zhang. 2022. Possible Indicators of Amputation and Insufficient Perfusion after Heat Press Injury: A Retrospective Study. Burns 48 (8): 1990–99.

Different Depths May Not Determine the Fluid Resuscitation Volume in Early-Stage Management of Severe Burns: A Model-Comparison Retrospective Analysis of Fluid Volume Determining Factors

Published in Journal of Burn Care & Research, 2022

link.

Ning, Fanggang, Huihao Jiang, Jiaming Qiu, and Lifang Wang. 2022. Different Depths May Not Determine the Fluid Resuscitation Volume in Early-Stage Management of Severe Burns: A Model-Comparison Retrospective Analysis of Fluid Volume Determining Factors. Journal of Burn Care & Research 43 (2): 412–18.

Estimating Riemannian Metric with Noise-Contaminated Intrinsic Distance

Published in Advances in Neural Information Processing Systems, 2023

paper. OpenReview. slides. poster. software.

Qiu, Jiaming, and Xiongtao Dai. 2023. Estimating Riemannian Metric with Noise-Contaminated Intrinsic Distance. Advances in Neural Information Processing Systems 36 (December):73983–94.