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Hi, I’m Matthew Macaulay πŸ‘‹

I'm a post-doc researcher at the University of Technology Sydney looking at Bayesian methods for the phylogenetic anaylsis of viruses. I'm currently visiting the Lanfear Lab @ ANU.

Here's my:

Phylogenetics 🌿🌿

I'm investigating scalable Bayesian methods for real-time phylogenetics. The overall aim is to develop novel techniques that allow Bayesian phylogenetics to scale for viral outbreaks. I'm working on applying a variety of Bayesian techniques (MCMC, HMC, MCMCMC, SMC, and variational inference) to phylogenetics. I'm developing embedding methods for these problems by embedding the tree model into hyperbolic space.

Granular Physics ❄️❄️

I have also researched the rheology of granular flows. Inter-particle cohesion has a significant but understudied role in granular flows such as avalanches, powder flows, and landslides. I numerically investigated the grain-scale mechanisms behind their viscous and diffusive. This investigation informs continuous models of granular flows, providing a physical basis for these models.

Data Centric Engineering 🏭🏭

I also have an interest in including data in online engineering applications. This includes optimsation, Bayesian inference and filtering. I worked on these ideas at the University of Sydney's Digital Sciences Initiative.

Reach me at [email protected] πŸ“«

Matthew Macaulay's Projects

auspice icon auspice

Web app for visualizing pathogen evolution

codem icon codem

Discrete Element Simulations of Cohesive Granular Shear Flows

dodonaphy icon dodonaphy

hyperbolic embeddings for variational approximation of phylogenetic posteriors

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