Tingyu Guo
Postgraduate Research Student
Academic and research departments
AI for health and wellbeing, Surrey Institute for People-Centred Artificial Intelligence (PAI).About
My research project
AI for precision medicine: tackling missing measurements in high-dimensional data to improve disease diagnostics and treatmentMy project addresses missing data in medical field, especially in MRI images. The supervisory teams have developed methods to address missing data from two different perspectives: 1) from biobank research, a random forest method for many individuals, and 2) from our dementia research, a Bayesian method working on fewer individuals. The PhD student will apply these methods to MRI imaging data from our collaborator Perspectum and UK biobank, to evaluate and improve their performance for this specific type of data, and to create tools for imputation of data for research and clinical practice.
Supervisors
My project addresses missing data in medical field, especially in MRI images. The supervisory teams have developed methods to address missing data from two different perspectives: 1) from biobank research, a random forest method for many individuals, and 2) from our dementia research, a Bayesian method working on fewer individuals. The PhD student will apply these methods to MRI imaging data from our collaborator Perspectum and UK biobank, to evaluate and improve their performance for this specific type of data, and to create tools for imputation of data for research and clinical practice.