Publications

Published

May 8, 2025

Peer reviewed publications and in progress publications with available pre-prints are also available on my Google Scholar profile.

Peer Reviewed

Taylor, I., Kaplan, A., and Betancourt, B. (2025), “Generative Filtering for Recursive Bayesian Inference with Streaming Data,” Journal of Computational and Graphical Statistics, 1–13. https://doi.org/10.1080/10618600.2024.2442000.
Taylor, I., Kaplan, A., and Betancourt, B. (2024), “Fast Bayesian Record Linkage for Streaming Data Contexts,” Journal of Computational and Graphical Statistics, 33, 833–844. https://doi.org/10.1080/10618600.2023.2283571.
Hughes, S., Rondeau, M., Shannon, S., Sharp, J., Ivins, G., Lee, J., Taylor, I., and Bendixsen, B. (2021), “A Holistic Self-learning Approach for Young Adult Depression and Anxiety Compared to Medication-Based Treatment-As-Usual,” Community Mental Health Journal, 57, 392–402. https://doi.org/10.1007/s10597-020-00666-9.

In Progress

Taylor, I., Mueller, J., and Bessac, J. (2025), “Multi-modal Surrogate Models for Bayesian Optimization.”
Taylor, I., Keller, K. P., and Fosdick, B. K. (2023), “Restricted Regression in Networks,” arXiv.

Conferences

Presentations

  • JSM 2022 – “A Non-degrading Streaming Sampler for Recursive Bayesian Inference”
  • CMStatistics 2021 (Invited) – “Fast Bayesian Record Linkage for Streaming Data Contexts”
  • JSM 2021 – “Streaming Record Linkage for Online Data Deduplication”
  • ISBA 2021 – “Restricted Regression in Networks”

Posters

  • Conference on Data Analysis 2025 – “Multi-modal Surrogate Models for Bayesian Optimization”
  • CSU Statistics Student Posters 2022 – “Fast Bayesian Record Linkage for Streaming Data Contexts”
  • ISBA 2021 – “Restricted Regression in Networks”
  • CSU Statistics Student Posters 2021 – “Sampling Methods for Streaming Record Linkage Models”
  • CSU Statistics Student Posters 2020 – “Record Linkage: Basics and Streaming RL”
  • JSM 2019 – “The Impact of Prior Choice on Latent Variable Network Models”
  • CSU Statistics Student Posters 2019 – “Impact of Prior Choice on Network Models with Random Effects”

Software

bstrl – R package for Bayesian Streaming Record Linkage. GitHub, CRAN

gammacount – R package providing distributions related to renewal processes with gamma-distributed interarrival times. GitHub