Markov genealogy processes: code
Description
Codes and data files for the figures displayed in "Markov genealogy processes", (Theoretical Population Biology 143: 77-91, 2022, doi: 10.1016/j.tpb.2021.11.003). See also the arXiv preprint.
Abstract: We construct a family of genealogy-valued Markov processes that are induced by a continuous-time Markov population process. We derive exact expressions for the likelihood of a given genealogy conditional on the history of the underlying population process. These lead to a nonlinear filtering equation which can be used to design efficient Monte Carlo inference algorithms. We demonstrate these calculations with several examples. Existing full-information approaches for phylodynamic inference are special cases of the theory.
Files
README.md
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Additional details
Related works
- Is supplement to
- Preprint: arXiv:2105.12730 (arXiv)
Funding
- National Institutes of Health
- Dynamical modeling of hospital transmission and antibiotic resistance evolution in a multidrug resistant nosocomial pathogen 1R01AI143852-01
- National Institutes of Health
- Training, Outreach, and Diversity Plans 1U54GM111274-01
- U.S. National Science Foundation
- Collaborative Research: Urban Vector-Borne Disease Transmission Demands Advances in Spatiotemporal Statistical Inference 1761603