Publications

For an up-to-date list of my publications, see my Google Scholar.

Refereed Publications

  • Loyal, J.D., Chen, Y. (2023). An Eigenmodel for Dynamic Multilayer Networks. Journal of Machine Learning Research.
    [article] [code]

  • Loyal, J.D., Chen, Y. (2023). A Bayesian Nonparametric Latent Space Approach to Modeling Evolving Communities in Dynamic Networks. Bayesian Analysis.
    [article] [code]

  • Loyal, J.D., Zhu, R., Cui, Y., and Zhang, X. (2022). Dimension Reduction Forests: Local Variable Importance Using Structured Random Forests. Journal of Computational and Graphical Statistics.
    [article] [code]

  • Loyal, J.D., Chen, Y. (2022). Discussion of “Co-citation and Co-authorship Networks of Statisticians”. Journal of Business & Economic Statistics.
    [article]

  • Loyal, J.D., Chen, Y. (2020). Statistical Network Analysis: A Review with Applications to the Coronavirus 2019 Pandemic. International Statistical Review.
    [article]


Preprints

  • Loyal, J.D. (2024+). Fast Variational Inference of Latent Space Models for Dynamic Networks Using Bayesian P-Splines.
    [preprint] [code]

  • Loyal, J.D., Chen, Y. (2023+). A Spike-and-Slab Prior for Dimension Selection in Generalized Linear Network Eigenmodels.
    [preprint] [code]


Other

From 2010 to 2014, I worked as a particle physicist as part of the ATLAS collaboration at CERN. Here are some articles I collaborated on during that time:

  • Cohen, T., Golling, T., Hance, M., Henrichs, A., Howe, K., Loyal, J., Padhi, S., and Wacker, J. G. (2014). SUSY simplified models at 14, 33, and 100 TeV proton colliders. Journal of High Energy Physics. [article]

  • Gershtein, Y. et al. (2013). New particles working group report of the Snowmass 2013 community summer study. In proceedings at Community Summer Study 2013: Snowmass on the Mississippi (CSS2013). [article]

  • Cohen, T., Golling, T., Hance, M., Henrichs, A., Howe, K., Loyal, J., Padhi, S., and Wacker, J. G. (2013). A comparison of future proton colliders using SUSY simplified models: A Snowmass whitepaper. In proceedings at Community Summer Study 2013: Snowmas on the Mississippi (CSS2013). [article]