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NateJudd/README.md

  • 👋 Hi, I’m @NateJudd

  • 👀 I’m interested in Mathematical Statistics. In particular, using probability theory and information theory to say things about statistical models and statistical estimation.

  • ⭐ My Doctoral Thesis constructed two classes of non-diffusive Wright-Fisher processes and (1) derived exact, computable posterior, posterior predictive and smoothing distribution formulae, and, (2), derived and implemented exact sampling schemes for both classes.

  • 📔 You can find part of this work on ArXiv - https://arxiv.org/abs/2604.11363.

  • 💻 You can find the code to build a python module that exactly simulates from the subordinated Wright-Fisher process in my "exact-simulation..." repo.

  • 🌱 I have recently worked on lower bounding methods, with an eye for heavy-tailed distributions.

  • 💻 You can find a flavour of this work in my "tail-bounds" repo.

  • ✨ I am working on applying lower bounding method to identify the optimal sample complexity of important statistical estimation problems.

  • 💞️ Open to discuss and collaborate

  • 📫 How to reach me nathan.judd@oist.jp

Pinned Loading

  1. crime_linkage_model_comparison crime_linkage_model_comparison Public

    A comparison of crime linkage models on simulated data

    Python

  2. Exact-simulation-of-time-changed-Wright-Fisher-processes Exact-simulation-of-time-changed-Wright-Fisher-processes Public

    Exact simulation of subordinated Wright-Fisher processes

    C++

  3. Global-Slavery-Index-Data-Interrogation Global-Slavery-Index-Data-Interrogation Public

    Data analysis of the global slavery index data set

    R

  4. tail-bounds tail-bounds Public

    A comparison of lower bounding methods

    Python

  5. Introduction-to-filtering-subordinated-Wright-Fisher-priors Introduction-to-filtering-subordinated-Wright-Fisher-priors Public

    The update step for filtering a subordinated Wright-Fisher process

    R