Preprints
- Harrison Zhu, Adam Howes, Owen van Eer, Maxime Rischard, Dino Sejdinovic and Seth Flaxman (2021).Multi-resolution Spatial Regression for Aggregated Data with an Application to Crop Yield Prediction. ArXiv. [Manuscript] [Code]
Papers
- Xing Liu, Harrison Zhu, Jean-François Ton, George Wynne, Andrew Duncan (2022). Grassmann Stein Variational Gradient Descent. To appear in the 25th International Conference on Artificial Intelligence and Statistics. [Manuscript] [Code]
- Harrison Zhu, Xing Liu, Ruya Kang, Zhichao Shen, Seth Flaxman and François-Xavier Briol (2020). Bayesian probabilistic numerical integral with tree based priors. 34th Conference on Advances in Neural Information Processing Systems 2020. [Manuscript] [Code]
- Seth Flaxman, Swapnil Mishra, Axel Gandy, H Juliette T Unwin, Thomas A Mellan, Helen Coupland, Charles Whittaker, Harrison Zhu, Tresnia Berah, Jeffrey W Eaton, Mélodie Monod, Azra C Ghani, Christl A Donnelly, Steven M Riley, Michaela AC Vollmer, Neil M Ferguson, Lucy C Okell, Samir Bhatt (2020). Estimating the effects of non-pharmaceutical interventions on COVID-19 in Europe. Nature pp1-8. [Manuscript] [Code]
Discussions
- Harrison Zhu, Xing Liu, Alberto Caron, Ioanna Manolopoulou, Seth Flaxman and François-Xavier Briol (2020). Contributed Discussion of “Bayesian Regression Tree Models for Causal Inference: Regularization, Confounding, and Heterogeneous Effects”. Bayesian Analysis, 15(3), to appear. [Journal (pp55-58)] [Manuscript Code]
Talks and Presentations
- Sparse Variational Gaussian Processes - 12 November 2021. CSML Reading Group, Imperial College London. [Slides] [Demo]
- Gaussian Processes - 06 February 2019, Huxley 213 Clore lecture Theatre, Imperial College London. [Slides]
- Urysohn Lemma and its Applications - 24 October 2018, Huxley 213 Clore Lecture Theatre, Imperial College London. [Slides]
Notes and Extracts
Here are some random notes that I thought would be useful for a casual read. A lot of them contain mistakes and so please read them with your own caution.
- An Overview of Sparse Gaussian Processes
- Derivation of State-Space form of ARMA(p,q) models
- My first Mini Project for the StatML CDT: Mini-Project 1: Bag Models for Crop Yield Prediction
Code
Side Projects
- [Covid-19 Age Specific Mortality Data]. An automated pipeline for collecting age-specific COVID-19 data.
- IC Hack 19, an application for live spatio-temporal modelling of temperatures and precipitation in the USA
- AI Hack Documentation