Publications | Shu Jiang

Publications (selected)

* = correspondence author

Jiang S*, Cao J, Colditz GA. (2023). Functional partial least squares with censored outcomes: Prediction of breast cancer risk with mammogram images. Annals of Applied Statistics.

Jiang S, Bennett DL, Rosner BA, Colditz GA. (2023). Longitudinal analysis of change in mammographic density in each breast and Its association with breast cancer risk. JAMA Oncology. 9(6), 808 - 814. [PMID][DOI]
In the news* [New York Times][CNN news][US news]

Jiang S*, Colditz GA. (2023). Causal mediation analysis using high-dimensional Image mediator bounded in Irregular domain with an application to breast cancer. Biometrics. [PMID][DOI][Software]

Jiang S, Cook RJ*. (2022). The polytomous discrimination index for prediction involving multistate processes under intermittent observation. Statistics in Medicine. 41(10), 3661 - 3678. [PMID ][DOI ][Software]

Jiang S*, Cao J, Rosner B, Colditz GA. (2021). Supervised two-dimensional functional principal component analysis with time-to-event outcomes and mammogram imaging data. Biometrics. [PMID][DOI][Software]

Jiang S*, Cao J, Colditz GA, Rosner B. (2021). Predicting the onset of breast cancer using mammogram imaging data with irregular boundary. Biostatistics. 24(2), 358 - 371. [PMID][DOI][Software]

Jiang S*, Xie Y, Colditz GA. (2021). Functional ensemble survival tree: dynamic prediction of Alzheimer's disease progression accommodating multiple time-varying covariates. Journal of the Royal Statistical Society: Series C (Applied Statistics). 70(1), 66 – 79. [DOI] [Software]

Jiang S, Cook RJ*, Zeng L. (2020). Mitigating bias from intermittent measurement of time-dependent covariates in failure time analysis. Statistics in Medicine, 39(13), 1833 – 1845. [PMID] [DOI]

Jiang S*, Cook RJ. (2019). Score tests based on a finite mixture model of Markov processes under intermittent observation. Statistics in Medicine. 38(16), 3013 – 3025. [PMID] [DOI]