Bayesian copula modelling of multivariate dependence: getting to grips with data that is far from normal. Copula models are very popular tools that are changing the way analysts deal with information rich data in fields as diverse as marketing, finance and transport studies. This project aims to improve and extend these tools, so that more accurate and reliable models can be employed, resulting in improved evidence-based decision-making.
Advanced magnetic resonance imaging methods for the characterisation of brain structure and function. Magnetic resonance imaging (MRI) is a non-invasive method that has revolutionised the development of neuroscience and neurology. The goal of this project is to develop advanced MRI methods for the study of brain structure and function which will be applied to the investigation of epilepsy and stroke.
Three Dimensional Anti-biofouling Conducting Polymer Hydrogel Electrodes for Biosensor and Biofuel cell Applications. Exploitation of advances in nanotechnology, electrochemical technology, biosensor, biofuel cell and material science are important to Australia's prosperity from a societal industrial perspective. Currently, research in this field is being actively conducted around the world due to their huge potential for commercial applications. Therefore, through the development of new princi ....Three Dimensional Anti-biofouling Conducting Polymer Hydrogel Electrodes for Biosensor and Biofuel cell Applications. Exploitation of advances in nanotechnology, electrochemical technology, biosensor, biofuel cell and material science are important to Australia's prosperity from a societal industrial perspective. Currently, research in this field is being actively conducted around the world due to their huge potential for commercial applications. Therefore, through the development of new principles and concepts, and the synthesis of newly designed materials, this project will bring significant benefits in improving the efficiency of these devices and to promote Australian leadership in the field of medical devices and alternative energy generation.Read moreRead less
Mechanisms of human immunodeficiency virus entry into cells. This project will develop an understanding of how human immunodeficiency virus (HIV) evolves in people to become better able to infect, and hence destroy, cells of the immune system. It is expected that new knowledge into how HIV alters the way it interacts with these cells will reveal insights for the design of vaccines, drugs and new diagnostic tests.
Understanding progressive vision loss in the eye disease glaucoma. Glaucoma is the second leading cause of irreversible vision loss in elderly Australians, although determining treatment failure is currently very dif?cult. This project will radically improve the measurement of glaucoma progression and treatment failure. We will also address fundamental questions regarding how glaucoma destroys vision.
Coupling biophotonic modalities with machine based recognition systems for disease diagnosis. This project will develop new ways to diagnose canine cancer, malaria and atherosclerosis using infrared-based technology and sophisticated pattern recognition techniques in the hope to discover infrared biomarkers that will lead to early diagnosis of the disease and ultimately save lives.
Bayesian analysis of individual decisions in health and labour economics. This project aims to exploit emerging Bayesian Markov chain Monte Carlo methods to develop new approaches to modelling economic decision making. These methods will generate insights into two current and important policy debates. This includes (i) marijuana, alcohol and tobacco use and legalisation of marijuana use; and (ii) parental leave policies, maternity leave decisions and mothers' labour market dynamics. Although p ....Bayesian analysis of individual decisions in health and labour economics. This project aims to exploit emerging Bayesian Markov chain Monte Carlo methods to develop new approaches to modelling economic decision making. These methods will generate insights into two current and important policy debates. This includes (i) marijuana, alcohol and tobacco use and legalisation of marijuana use; and (ii) parental leave policies, maternity leave decisions and mothers' labour market dynamics. Although policies play an important role in observed health and labour market behaviours, their exact effects on individuals' decisions and outcomes are often difficult to quantify due to the complex nature of the decision process. Outcomes from the project will include new evidence of changes in substance uses under different legal scenarios and provide benefits such as yielding vital evidence on labour market and health behaviour impacts to support policy makers and strengthen Australia's research capacity in Bayesian analysis.Read moreRead less
A Bayesian State Space Methodology for Forecasting Stock Market Volatility and Associated Time-varying Risk Premia. Accurate prediction of stock market volatility is critical for effective financial risk management. Along with information on volatility embedded in historical stock market returns, the prices of options written on the underlying stocks also reflect the option market's assessment of future volatility. This project will exploit this dual data source in a completely new way, using it ....A Bayesian State Space Methodology for Forecasting Stock Market Volatility and Associated Time-varying Risk Premia. Accurate prediction of stock market volatility is critical for effective financial risk management. Along with information on volatility embedded in historical stock market returns, the prices of options written on the underlying stocks also reflect the option market's assessment of future volatility. This project will exploit this dual data source in a completely new way, using it to produce forecasts of both volatility itself and the premia factored into asset prices as a result of traders' perceptions of volatility risk. State-of-the-art statistical methods will be used to produce up-dates of the probability of extreme volatility and/or extreme risk aversion, as new market data becomes available each trading day.Read moreRead less
Analysing and comparing concepts of addiction for improved social and health outcomes in Australia. Australia invests heavily in responding to alcohol and other drug (AOD) use. This project will analyse a key concept shaping AOD responses, namely addiction. The analysis will help develop new, more productive approaches to AOD prevention, education and treatment, contributing to improved AOD-related social and health outcomes.
Youth identity and educational change in Australia since 1950: digital archiving, re-using qualitative data and histories of the present. This is an historical and longitudinal study of Australian youth and education since the 1950s. It creates a digital archive of the study for future researchers and re-examines earlier qualitative studies to better understand generational changes in youth pathways and educational inequalities.