Microeconometric Analysis of Socioeconomic Inequity in Mental Healthcare. The project aims to describe the extent of socioeconomic inequity in Australian mental healthcare use, identify the causal pathways that drive inequities, and conduct economic evaluations of programs aimed at increasing healthcare access. Microeconometric methods will be used to analyse large, longitudinal datasets that have not previously been used for this purpose. The project expects to provide a greater understanding o ....Microeconometric Analysis of Socioeconomic Inequity in Mental Healthcare. The project aims to describe the extent of socioeconomic inequity in Australian mental healthcare use, identify the causal pathways that drive inequities, and conduct economic evaluations of programs aimed at increasing healthcare access. Microeconometric methods will be used to analyse large, longitudinal datasets that have not previously been used for this purpose. The project expects to provide a greater understanding of the barriers that people face in accessing treatment and how to overcome them. Such understanding is currently missing from academic literatures and policy inquiries. Ultimately, the research should aid in the design of cost-effective policies that improve health outcomes and that reduce inequities in treatment access.Read moreRead less
The Medicare Safety Net and its effect on efficiency, equity and welfare. This project aims to measure the welfare implications of social health insurance reforms. It will use the introduction of the Extended Medicare Safety Net to examine the effect of social insurance reforms on the efficiency and equity of Australia's health care system. The project expects to produce evidence on the partial and aggregate effects of the Medicare Safety Net and knowledge on the relationship between social insu ....The Medicare Safety Net and its effect on efficiency, equity and welfare. This project aims to measure the welfare implications of social health insurance reforms. It will use the introduction of the Extended Medicare Safety Net to examine the effect of social insurance reforms on the efficiency and equity of Australia's health care system. The project expects to produce evidence on the partial and aggregate effects of the Medicare Safety Net and knowledge on the relationship between social insurance and health system performance. In doing so, the research seeks to help policy makers to improve the design of social health insurance programmes to make the system more sustainable and equitable.Read moreRead less
Living on the Margin: The Relationship between Mental Health and Work in Australia. This project will assess the relationship between Australians' mental health and their work, for example, employment status, work conditions and hours. The study is the first to exploit the detailed timing of mental health and employment transitions to identify whether poor labour market outcomes lead to poor mental health or whether the reverse is true. New Australian data will be used to understand whether the ....Living on the Margin: The Relationship between Mental Health and Work in Australia. This project will assess the relationship between Australians' mental health and their work, for example, employment status, work conditions and hours. The study is the first to exploit the detailed timing of mental health and employment transitions to identify whether poor labour market outcomes lead to poor mental health or whether the reverse is true. New Australian data will be used to understand whether the link between mental health and work adds to the economic vulnerability of families and those at risk of homelessness. The results will advance our understanding of the way that mental health affects overall economic well-being and will inform current policy initiatives to promote economic participation and good mental health.Read moreRead less
From science to policy: quantifying and managing the risk of mosquito borne disease in the context of climate change. It is important to assess and manage the health risks of climate change. This research will create fundamental knowledge and practical skills on the interdisciplinary assessment and management of health risks of climate change, and explore policy ramifications of research outcomes in this study.
Mapping the connectome that controls blood pressure. The connections that an individual brain cell receives from other cells ultimately determines its behaviour. Using a revolutionary new technique, the project will create a map of the brain cells that control blood pressure.
Embracing Changes for Responsive Video-sharing Services. Video-sharing platforms are a critical information channel for the public. Increasing scale and shifts in user base, with Generation Z now as the dominant user, have resulted in an unprecedented amount of ubiquitous changes in the content and users of these platforms which greatly challenges the responsiveness and quality of the services provided. This project aims to design innovative algorithms to effectively predict and leverage changes ....Embracing Changes for Responsive Video-sharing Services. Video-sharing platforms are a critical information channel for the public. Increasing scale and shifts in user base, with Generation Z now as the dominant user, have resulted in an unprecedented amount of ubiquitous changes in the content and users of these platforms which greatly challenges the responsiveness and quality of the services provided. This project aims to design innovative algorithms to effectively predict and leverage changes, optimise the value of changes, and extract insights from changes for diverse downstream applications of video-sharing platforms. The expected outcomes will create new-generation representation learning techniques, and provide practical tools to amplify the socioeconomic values of video-sharing platforms.Read moreRead less
Differential Evolution Framework for Intelligent Charging Scheduling. Smart charging scheduling is a vital challenge as dynamic environment with traffic networks and various unexpected issues. This project aims to develop a differential evolution framework for intelligent charging scheduling. The framework consists of a comprehensive charging scheduling model with various road networks and factors. The project outcomes include a distributed evolutionary computation framework, differential evolut ....Differential Evolution Framework for Intelligent Charging Scheduling. Smart charging scheduling is a vital challenge as dynamic environment with traffic networks and various unexpected issues. This project aims to develop a differential evolution framework for intelligent charging scheduling. The framework consists of a comprehensive charging scheduling model with various road networks and factors. The project outcomes include a distributed evolutionary computation framework, differential evolution algorithms, and cooperative co-evolutionary strategies. The outcome results will be demonstrated by practical evaluations over public datasets and comparisons to related works. The project is beneficial to the nation in both theory of artificial intelligence techniques and applications of real transport systems.Read moreRead less
Efficient and Secure Word-Based Stream Ciphers for Wireless Communications. Wireless networks are increasingly being used for communication, and to manage and control Australia's critical infrastructure. However, current methods of securing wireless networks are flawed, putting the country's economy, environment, and citizens at risk. The most reliable method for protecting wireless communications requires secure and efficient encryption algorithms. However, flaws have been found in most algo ....Efficient and Secure Word-Based Stream Ciphers for Wireless Communications. Wireless networks are increasingly being used for communication, and to manage and control Australia's critical infrastructure. However, current methods of securing wireless networks are flawed, putting the country's economy, environment, and citizens at risk. The most reliable method for protecting wireless communications requires secure and efficient encryption algorithms. However, flaws have been found in most algorithms proposed to date. This project will examine existing algorithms and attacks to determine design criteria for secure encryption algorithms for use in a wireless environment. An algorithm which meets these criteria and can be implemented efficiently in hardware and software will be proposed.Read moreRead less
Towards Generalisable and Unbiased Dynamic Recommender Systems. This project aims to develop the foundations, including models, methodology, and algorithms for building generalisable and unbiased dynamic recommender systems to facilitate intelligent decision-making, prompt contextualised and personalised strategic plans, and support context-aware action recourse. To ensure that fundamental principles, such as fairness and transparency, are respected, a set of algorithms and techniques are propos ....Towards Generalisable and Unbiased Dynamic Recommender Systems. This project aims to develop the foundations, including models, methodology, and algorithms for building generalisable and unbiased dynamic recommender systems to facilitate intelligent decision-making, prompt contextualised and personalised strategic plans, and support context-aware action recourse. To ensure that fundamental principles, such as fairness and transparency, are respected, a set of algorithms and techniques are proposed to develop recommender systems in a more responsible manner. The result of this project will not only maintain Australia's leadership in this frontier research area, but also serve as an excellent vehicle for the education and training of Australia's next generation of scholars and engineers.Read moreRead less
Secure and Efficient Electronic Auctions. For the first time in history electronic commerce promises the possibility of auctions to decide the correct market price for a widespread variety of everyday goods and services. Security and efficiency are critical factors in making this a reality, but almost all the many protocols for secure auctions proposed to date suffer from extreme computational requirements. This project will develop efficient and secure auction protocols using innovative approac ....Secure and Efficient Electronic Auctions. For the first time in history electronic commerce promises the possibility of auctions to decide the correct market price for a widespread variety of everyday goods and services. Security and efficiency are critical factors in making this a reality, but almost all the many protocols for secure auctions proposed to date suffer from extreme computational requirements. This project will develop efficient and secure auction protocols using innovative approaches based on advanced cryptographic techniques. In particular we will pioneer the exploration of secure microauctions suitable for negotiating the price of small value goods and utilities in almost real time.Read moreRead less