Guillem Hurault

Data Scientist

Pythia Sports

I am a data scientist at Pythia Sports working on sport analytics.

Previously, I was a researcher in the Biological Control Systems Lab at Imperial College London, developing statistical and machine learning models to predict and control eczema.

Interests

Statistical Machine Learning
Bayesian modelling
Time-series forecasting
Causal inference
Open science

Education

PhD in Statistical Machine Learning, 2022
Imperial College London (UK)
Master in Engineering, 2018
Ecole Centrale de Lyon (FR)
MSc in Biomedical Engineering, 2017
Imperial College London (UK)
Bachelor in Economics, 2016
Université Lyon 2 (FR)

Projects

PhD project

Towards a data-driven personalised management of Atopic Dermatitis severity.

Streetmaps

Making streetmaps using OpenStreetMap and ggplot2 in R.

Football Prediction

Modelling football outcomes in Stan.

$LaTeX Templates$

Calcium imaging

Shiny app for calcium imaging curve analysis.

Lokta-Volterra competition model in Stan

Fitting a two-species Lokta-Volterra competition model using data from multiple experiments in Stan.

Regularisation

Case study comparing different regularisation methods for statistics and Machine Learning.

Recent Publications

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Guillem Hurault, J-F. Stalder, M. Saint Aroman, R.J. Tanaka (2024). Data-driven personalised recommendations for eczema treatment using a Bayesian model of severity dynamics. medRxiv.

Code DOI

A. Duverdier, Guillem Hurault, K. Thomas, A. Custovic, R.J. Tanaka (2024). Evaluation of measurement errors in the Patient-Oriented Eczema Measure (POEM) outcome. Clinical and Experimental Allergy.

Cite Code DOI

R. Attar, Guillem Hurault, Z. Wang, R. Mokhtari, K. Pan, B. Olabi, E. Earp, L. Steele, H. C. Williams, R. J. Tanaka (2023). Reliable detection of eczema areas for fully automated assessment of eczema severity from digital camera images. JID Innovations.

Cite Code DOI MedRxiv

S. Haider, S. Fontanella, A. Ullah, S. Turner, A. Simpson, G. Roberts, C. S. Murray, J. W. Holloway, J. A. Curtin, P. Cullinan, S. H. Arshad, Guillem Hurault, R. Granell, A. Custovic, on behalf of STELAR/UNICORN11 investigators (2022). Evolution of Eczema, Wheeze and Rhinitis from Infancy to Early Adulthood: Four Birth Cohort Studies. American Journal of Respiratory and Critical Care Medicine.

Cite DOI

Guillem Hurault, J-F. Stalder, S. Mery, A. Delarue, M. Saint Aroman, G. Josse, R. J. Tanaka (2022). EczemaPred: A computational framework for personalised prediction of eczema severity dynamics. Clinical and Translational Allergy.

Cite Code DOI R Package

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