Alright, I'm Matthew.

Matthew Carter

I help practitioners and researchers make fast, data-informed decisions in the face of uncertainty.

Now

My main focus is research in the Signal Processing Group at the University of Liverpool, where I combine artificial intelligence, Bayesian inference, and high-performance computing to build fast, robust decision-making systems. The thread running through all of it is uncertainty: how to quantify it, communicate it honestly, and still act quickly.

In practice that means numerical Bayesian methods, sequential Monte Carlo, particle filters, and probabilistic models, engineered to run at speed on GPUs and distributed clusters.

Selected work

Towards Scalable Proteomics: Opportunistic SMC Samplers on HTCondor Matthew Carter, Lee Devlin, Alexander Philips, Edward Pyzer-Knapp, Paul Spirakis, Simon Maskell · Arxiv · Pre-print · September 2025
Opportunistic computing for real-world problems Matthew Carter · CDT in Distributed Algorithms · Case Study · April 2024
The No-U-Turn Sampler as a Proposal Distribution in a Sequential Monte Carlo Sampler without Accept/Reject Lee Devlin, Matthew Carter, Peter Green, Paul Horridge, Simon Maskell · IEEE Signal Processing Letters · Journal Paper · April 2024

All publications →

Before

I read Business Economics and Financial Management at the University of Hull (2018), then took an MSc in Big Data and High-Performance Computing at Liverpool (2019). In 2025 I finished my PhD in Electrical Engineering and Electronics there, on numerical Bayesian inference techniques built to exploit high-performance and distributed computing.

Writing

All writing →

Off the clock

I play the clarinet, saxophone, and guitar. A favourite is Si Tu Vois Ma Mère by Sidney Bechet. I love the emotive, almost voice-like quality of the clarinet, speaking without words. When I'm not playing I take photographs and write poetry (some of it lives on Instagram), and I'm an avid gamer, usually Vermintide or Counter-Strike.

Through the lens

More on Instagram →

Get in touch

Always happy to talk research, collaborations, or interesting problems.

matt@mjcarter.co personal

matthew.carter@liverpool.ac.uk academic