Publications
Preprints
- Yu-Chien Bo Ning, Molin Wang, Ge Lin, Raymond Carroll. “Semi-Supervised Learning for Measurement Error Correction in Survival Outcomes via Gaussian Process Survival Models.” Coming soon.
- Yu-Chien Bo Ning, Xin Zhou, Francine Laden, Molin Wang. “Bayesian ensemble learning method for the analysis of multi-pollutant mixtures data.” Under review.
Publications
- Yu-Chien Bo Ning. “Empirical Bayes large-scale multiple testing for high-dimensional sparse binary sequences.” Bernoulli, 32(2): 1285-1302. [Link] [arXiv]
- Yu-Chien Bo Ning, Ning Ning. “Spike and slab Bayesian sparse principal component analysis.” Statistics and Computing, 34(118): 118-134. [arXiv]
- Yu-Chien Bo Ning, Ismaël Castillo. “Bayesian multiscale analysis of the Cox model.” Bernoulli, 30(2): 1525-1554. [Supplemental Material] [arXiv]
- Ryan Martin, Yu-Chien Bo Ning. “Empirical priors and coverage of posterior credible sets in a sparse normal mean model.” Sankhyā A (Special issue in honor of J.K. Ghosh), 82(2): 477-498. [Link] [arXiv]
- Yu-Chien Bo Ning, Seonghyun Jeong, Subhashis Ghosal. “Bayesian linear regression for multivariate responses under group sparsity.” Bernoulli, 26(3): 2353-2382. [Link] [arXiv] [Supplemental material]
- Yu-Chien Bo Ning, Alexander Wise, Jessi Cisewski-Kehe, Sarah Dodson-Robinson, Debra Fischer. “Identifying activity-sensitive spectral lines: A Bayesian variable selection approach.” The Astronomical Journal, 158(5): 15pp. [Link] [R code]
- Yu-Chien Bo Ning, Subhashis Ghosal, Jewell Thomas. “Bayesian method for causal inference in spatially-correlated multivariate time series.” Bayesian Analysis, 14: 1-28. [Link] [arXiv] [Supplemental material] [R code]
- Shubham Kanodia, Angie Wolfgang, Gudmundur K. Stefansson, Yu-Chien Bo Ning, Suvrath Mahadevan. “Mass-Radius relationship for M dwarf exoplanets: Comparing nonparametric and parametric methods.” The Astrophysical Journal, 882(1): 14pp. [Link] [Python package]
- Yu-Chien Bo Ning, Angie Wolfgang, Sujit Ghosh. “Predicting exoplanet masses and radii: A nonparametric approach.” The Astrophysical Journal, 869(5): 16pp. [Link] [arXiv] [R code]
Software packages
- Shuyu Guo, Yu-Chien Bo Ning. “MUSS: Spike and slab variable selector under matrix uncertainty.” [Link]
- Yu-Chien Bo Ning. “VBsparsePCA: The variational Bayesian method for sparse PCA.” [Link]
- Shubham Kanodia, Angie Wolfgang, Gudmundur K. Stefansson, Yu-Chien Bo Ning, Suvrath Mahadevan. “MRExo: Non-parametric mass-radius relationship for exoplanets.” Astrophysics Source Code Library, record ascl:1912.020. [Link]
Manuscripts
A collection of manuscripts and technical notes that, for one reason or another, were never published.
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Chih-Yu Lai, Yu-Chien Ning, Duane S. Boning.
“RDIT: Residual-based diffusion implicit models for probabilistic time series forecasting.”
[arXiv]
(AISTATS 2026, average score 5/7)