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Inferring the dimensionality of dynamical systems automatically using machine learning

This research will develop methods to infer the dimensionality of a dynamical system automatically, by adapting dimensionality reduction methods to high-dimensional time-series feat more...

Supervisor(s): Fulcher, Ben (Dr)

Time-series biomarkers of neurological disorders

This research will develop a new machine learning framework for finding and quantifying patterns of brain dynamics that distinguish patients with brain disorders from healthy contro more...

Supervisor(s): Fulcher, Ben (Dr)

Highly comparative time-series analysis

This research involves developing new methods for time-series analysis based on a new analytic framework for understanding structure in time series. more...

Supervisor(s): Fulcher, Ben (Dr)

Remote monitoring solutions for beef cattle welfare and productivity

The focus of this PhD will be to develop and evaluate innovative methods to capture, analyse and optimise data derived from a range of technologies and sensors to optimise beef catt more...

Supervisor(s): Clark, Cameron Edward Fisher (Associate Professor), Garcia, Sergio (Yani) (Professor)

Low-power Intelligent Bio-Signal Processing

This project aims at developing a responsive implant that is making decisions based on smart bio-signal processing. more...

Supervisor(s): Kavehei, Omid (Dr)

Real-time Low-power Neural Accelerator

This project aims at developing an Application-Specific Integrated Circuit (ASIC) for a low-power learning system processing real-time time-series data. more...

Supervisor(s): Kavehei, Omid (Dr)

Medical Image Analysis with Machine Learning Techniques

Develop artificial intelligence for computer-assisted diagnosis from medical scans. more...

Supervisor(s): Zhou, Luping (Dr)

Tree root anchoring: a biomimetic approach to foundation design

The project aims at finding new foundation designs inspired by tree roots. more...

Supervisor(s): Rognon, Pierre (Dr)

Pharmacological targeting of sphingosine 1-phosphate receptors to promote remyelination in Alzheimer’s disease and multiple sclerosis

In this project you will investigate a new molecular pathway that is required for normal myelin formation, and the therapeutic potential of targeting this pathway to promote remyeli more...

Supervisor(s): Don, Anthony (Associate Professor)

Discovery and validation of new ceramide synthase inhibitors to treat metabolic disease

Ceramide synthase enzyme isoforms 1, 5, and 6, are heavily implicated as drivers of obesity, insulin resistance, and diabetes. Targeting these enzymes is expected to yield new thera more...

Supervisor(s): Don, Anthony (Associate Professor), Qi, Jacob (Dr)