Peer-reviewed papers

Note: The links for "Time capsuled code" provide code for reproducing the numerical results of each paper.

  • J P Williams (2021). Discussion of A Gibbs sampler for a class of random convex polytopes. To appear in Journal of the American Statistical Association.
    Link: Manuscript.

  • A Murph, J Hannig, and J P Williams (2020+). Introduction to Generalized Fiducial Inference. In review.

  • J P Williams, D M Ommen, and J Hannig (2020+). Generalized fiducial factor: an alternative to the Bayes factor for forensic identification of source problems. In review.
    Link: Manuscript.

  • S Nghiem, J P Williams, C Afoakwah, S K Ng, Q Huynh, and J Byrnes (2020+). The progression of a heart attack: A population-based longitudinal cohort study. In review.

  • J P Williams, Y Xie, and J Hannig (2019+). The EAS approach for graphical selection consistency in vector autoregression models. In review.
    Link: Manuscript. Link: Supplementary material. Link: Time capsuled code (mostly Python code, some R code).

  • J P Williams, C B Storlie, T M Therneau, C R Jack Jr, and J Hannig (2020). A Bayesian approach to multi-state hidden Markov models: application to dementia progression. Journal of the American Statistical Association 115 (529), pp.16-31.
    Link: Manuscript. Link: Supplementary material. Link: Time capsuled code (R code).

  • J P Williams and J Hannig (2019). Nonpenalized variable selection in high-dimensional linear model settings via generalized fiducial inference. Annals of Statistics 47 (3), pp.1723-1753.
    Link: Manuscript. Link: Supplementary material. Link: Time capsuled code (mostly Python code, some R code).

  • E Sechi, E Shosha, J P Williams, S J Pittock, B G Weinshenker, B M Keegan, N L Zalewski, A S Lopez-Chiriboga, J Jitprapaikulsan, E P Flanagan (2019). Aquaporin-4 and MOG autoantibody discovery in idiopathic transverse myelitis epidemiology. Neurology 93 (4), pp.e414-e420.
    Link: Manuscript.

  • I Carmichael and J P Williams (2018). An exposition of the false confidence theorem. Stat 7 (1), pp.e201.
    Link: Manuscript. Link: Time capsuled code (R code).

  • J P Williams and Y Lu (2015). Covariance Selection in the Linear Mixed Effect Model. Journal of Machine Learning Research: Workshop and Conference Proceedings 44, pp.277-291. (NIPS conference session).
    Link: Manuscript. Link: Time capsuled code (R code).