Can machine learning improve the diagnostic prediction of imaging measures in dementia and epilepsy?

Research Opportunity
PhD, Masters by Research, Master of Biomedical Science
Department
Medicine and Radiology
Location
Royal Melbourne Hospital
Primary Supervisor Email Number Webpage
Dr Vijay Venkatraman vijay.venkatraman@unimelb.edu.au 0383440401 Personal web page
Co-supervisor Email Number Webpage
Prof. Roland Bammer roland.bammer@unimelb.edu.au Personal web page

Project Details

Quantitative imaging measures have shown to be clinically useful to render a diagnosis. We believe that a variant of the machine learning approach called deep learning can be used to better identify and delineate the regions of interest at much improved speed and accuracy.

In this project, we will develop novel neuroimaging tools driven by machine learning to precisely identify and measure pathologies in epilepsy and dementia. We are looking for two students (one PhD position and one Master of Science position) to work on projects related: (i) implementation of machine learning approaches in image analysis or (ii) clinical evaluation in big data clinical trials in dementia, stroke, and epilepsy.

The students will be mentored and work within a multidisciplinary team in the Royal Melbourne Hospital, Florey Institute of Neuroscience and Mental Health, and University of Melbourne as well as other collaborators (in Melbourne and internationally). Publication of results is expected at the end of the project.

Additional top-up PhD scholarship will be available for qualified students. The specific details of the project will be discussed with interested candidates.



Faculty Research Themes

Neuroscience

School Research Themes

Neuroscience & Psychiatry, Ageing



Research Opportunities

PhD, Masters by Research, Master of Biomedical Science
Students who are interested in joining this project will need to consider their elegibility as well as other requirements before contacting the supervisor of this research

Graduate Research application

Honours application

Key Contact

For further information about this research, please contact a supervisor.

Department

Medicine and Radiology

Research Group / Unit / Centre

Neuroimaging

Research Node

Royal Melbourne Hospital

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