PhD in Unifying Distributional and Distribution-Free Uncertainty Quantification for Trustworthy Medical Decisions University of Southampton in United Kingdom

Postgraduate research project at the University of Southampton in the School of Electronics and Computer Science : Reliable forecasts of multiple sclerosis progression using conformal prediction . This is a PhD opportunity focused on developing machine learning methods for forecasting disability progression in multiple sclerosis with reliable, guaranteed uncertainty. The project uses conformal prediction and aims to create methods whose guarantees hold for clinically meaningful groups of patient...

PhD opportunity at the University of Southampton in unifying distributional and distribution-free uncertainty quantification for trustworthy medical decisions . This project sits in the Faculty of Engineering and Physical Sciences , within the School of Electronics and Computer Science , and is linked to the Vision, Learning and Control group and the Digital Health and Biomedical Engineering group . The research combines applied statistics , machine learning , probability , computer vision , and...

PhD opportunity at the University of Southampton in artificial intelligence, machine learning, computer vision, and medical image analysis . The project, Artificial intelligence techniques for illness detection by using MRI , focuses on developing AI methods to detect hypoxic-ischaemic encephalopathy (HIE) in newborn babies by analysing MRI / Susceptibility Weighted Images (SWIs) . The aim is to identify brain injury earlier than the current clinical practice and to help clinicians target early ...

PhD opportunity in the Life Science and Process Systems Engineering Lab at the Department of Chemical Engineering, Imperial College London. The project is titled Machine learning-accelerated simulated clinical trials and focuses on developing machine learning and probabilistic methods for uncertainty quantification of Quantitative Systems Pharmacology models. The goal is to make virtual clinical trials fast and reliable enough to support real drug development decisions, including dosing and tria...

PhD opportunity at the University of Cambridge in the Department of Clinical Neurosciences on Mitochondrial Genetic Determinants of Multiple Sclerosis . This project investigates how mitochondrial genetic variants influence the outcome of multiple sclerosis (MS) . The research builds on prior genome-wide association studies (GWAS) that have identified more than 200 autosomal variants associated with MS, while extending the analysis to the mitochondrial genome. Using a dedicated mitochondrial var...