Stochastic analysis and the development and application of financial risk processes. Ensuring the stability of Australia's financial system requires an understanding of the complex financial instruments, strategies and technologies that have evolved in recent years. A strong well-integrated research effort in stochastic analysis with particular application to financial markets is fundamental for measuring and managing risk, to protect and preserve a well functioning system, and to inform policy ....Stochastic analysis and the development and application of financial risk processes. Ensuring the stability of Australia's financial system requires an understanding of the complex financial instruments, strategies and technologies that have evolved in recent years. A strong well-integrated research effort in stochastic analysis with particular application to financial markets is fundamental for measuring and managing risk, to protect and preserve a well functioning system, and to inform policy debate on financial strategies and insurance liabilities.
These challenges are global and require extensive international research collaboration and interaction. The present project will enhance Australia's contributions in this area and facilitate its global impact more than is possible through individual efforts.Read moreRead less
ARC Centre of Excellence in Population Ageing Research. This Centre intends to generate crucial knowledge to inform social and economic responses to population ageing, one of the most important issues of the 21st century. Population ageing exerts unprecedented pressures on social norms and policy institutions, both in Australia and around the world. Leading researchers from a range of disciplines will undertake multidisciplinary research to help governments, businesses, and consumers prepare for ....ARC Centre of Excellence in Population Ageing Research. This Centre intends to generate crucial knowledge to inform social and economic responses to population ageing, one of the most important issues of the 21st century. Population ageing exerts unprecedented pressures on social norms and policy institutions, both in Australia and around the world. Leading researchers from a range of disciplines will undertake multidisciplinary research to help governments, businesses, and consumers prepare for and make better decisions for an ageing world, with consequent social and economic benefits for families and communities expected to flow to Australia, the Asian region and the world.Read moreRead less
ARC Centre of Excellence in Population Ageing Research. The Centre aims to execute world class basic and applied research to transform our capacity to respond to the economic and social challenges of demographic change, and to changes in individual longevity and cognitive and motor capacity. It will combine in-house expertise with leading researchers globally in initiatives to generate new outcome-oriented approaches to studying the population ageing process and its implications. It s research w ....ARC Centre of Excellence in Population Ageing Research. The Centre aims to execute world class basic and applied research to transform our capacity to respond to the economic and social challenges of demographic change, and to changes in individual longevity and cognitive and motor capacity. It will combine in-house expertise with leading researchers globally in initiatives to generate new outcome-oriented approaches to studying the population ageing process and its implications. It s research will inform innovative policy formulation and product and market development, and train a new generation of researchers into population ageing with an enriched appreciation of the cross-disciplinary dimensions of population ageing research.Read moreRead less
Sparse grid approximations and fitting using generalised combination techniques. Sparse grid techniques provide an effective tool to deal with the
computational curse of dimensionality which is a constant challenge in
modelling complex data. The proposed research is aimed at the
development and analysis of algorithms for data fitting with sparse
grids using variants of the combination technique. The outcome of the
research is a theory which will provide insights in the applicability,
limit ....Sparse grid approximations and fitting using generalised combination techniques. Sparse grid techniques provide an effective tool to deal with the
computational curse of dimensionality which is a constant challenge in
modelling complex data. The proposed research is aimed at the
development and analysis of algorithms for data fitting with sparse
grids using variants of the combination technique. The outcome of the
research is a theory which will provide insights in the applicability,
limitations and the convergence properties of the proposed
algorithms. The outcomes will be widely applicable in modelling of
large scale and complex data as is encountered in areas of
bioinformatics, physics and experimental studies of complex systems.
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Feature Learning for High-dimensional Functional Time Series. This project aims to develop new methods and theories for common features on high-dimensional functional time series observed in empirical applications. The significance includes addressing a key gap in adaptive and efficient feature learning, improving forecasting accuracy and understanding forecasting-driven factors comprehensively for empirical data. Expected outcomes involve advances in big data theory and easy-to-implement algori ....Feature Learning for High-dimensional Functional Time Series. This project aims to develop new methods and theories for common features on high-dimensional functional time series observed in empirical applications. The significance includes addressing a key gap in adaptive and efficient feature learning, improving forecasting accuracy and understanding forecasting-driven factors comprehensively for empirical data. Expected outcomes involve advances in big data theory and easy-to-implement algorithms for applied researchers. This project benefits not only advanced manufacturing by finding optimal stopping time for wood panel compression, but also superior forecasting for mortality in demography, climate data in environmental science, asset returns in finance, and electricity consumption in economics. Read moreRead less
Socially Responsible Insurance in the Age of Artificial Intelligence. This project aims to discover the social costs and benefits of using Artificial Intelligence in insurance, and to design practical interventions—responsible design workshops, practical guidance, regulatory proposals, new algorithmic tools—that realise the benefits while mitigating the costs. It expects to generate new knowledge drawing on philosophy, law and sociology, working closely with practitioners at the forefront of dep ....Socially Responsible Insurance in the Age of Artificial Intelligence. This project aims to discover the social costs and benefits of using Artificial Intelligence in insurance, and to design practical interventions—responsible design workshops, practical guidance, regulatory proposals, new algorithmic tools—that realise the benefits while mitigating the costs. It expects to generate new knowledge drawing on philosophy, law and sociology, working closely with practitioners at the forefront of deploying AI in insurance. Expected outcomes include novel ethical AI-based approaches to product design, pricing and claims administration. This should benefit insurers and consumers, realising efficiency gains made possible by AI, without unacceptable costs to privacy, fairness, and the unaccountable exercise of power. Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE150100637
Funder
Australian Research Council
Funding Amount
$322,534.00
Summary
Finding the Path: Service access and navigation for serious mental illness. This project aims to inform health system change to ensure people with serious mental illness can access quality services. While improved access to quality mental health services has been a key target in Australian health policy for over 20 years, people with mental illness continue to report problems accessing and navigating the complex service system. The project aims to study consumers' mental health service experienc ....Finding the Path: Service access and navigation for serious mental illness. This project aims to inform health system change to ensure people with serious mental illness can access quality services. While improved access to quality mental health services has been a key target in Australian health policy for over 20 years, people with mental illness continue to report problems accessing and navigating the complex service system. The project aims to study consumers' mental health service experiences using policy, qualitative, quantitative and geographic analysis to identify systemic problems. Mental health consumers and service providers will be actively involved in developing final policy recommendations to ensure system change reflects their knowledge.Read moreRead less
Assessing willingness to pay for urban water, wastewater, gas and electricity delivery service standards. The utility industry is a substantial component of the Australian economy (2.2 % of GDP), underpinning national production. Recent infrastructure failures, costing up to $200 million per week, have been blamed largely on regulatory approaches that emphasise minimum price and cost solutions to utility service provision without any assessment or consideration of the willingness to pay for serv ....Assessing willingness to pay for urban water, wastewater, gas and electricity delivery service standards. The utility industry is a substantial component of the Australian economy (2.2 % of GDP), underpinning national production. Recent infrastructure failures, costing up to $200 million per week, have been blamed largely on regulatory approaches that emphasise minimum price and cost solutions to utility service provision without any assessment or consideration of the willingness to pay for service quality and the value people place on surety of supply. Research on the role of WTP for service standards in regulating price and service quality is required to prevent future infrastructure failures. This research will provide substantial economic benefits to Australia through improved regulation and better targeting of infrastructure investment.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE190101382
Funder
Australian Research Council
Funding Amount
$325,000.00
Summary
Optimising digital mental health care: how technology is used in practice. This project aims to develop the first national consensus statement on the use of technology in mental health care in Australia. The project will examine how Australian health practitioners currently use digital therapy programs, and synthesise this data with international evidence and input from Australian government, health service, and digital health experts. This project expects to improve the implementation of digita ....Optimising digital mental health care: how technology is used in practice. This project aims to develop the first national consensus statement on the use of technology in mental health care in Australia. The project will examine how Australian health practitioners currently use digital therapy programs, and synthesise this data with international evidence and input from Australian government, health service, and digital health experts. This project expects to improve the implementation of digital therapy tools using an innovative, theory-driven approach. Expected outcomes of this project include increased and optimal implementation of digital therapy tools among mental health care providers and enhanced capacity within the Australian health system to meet the high demand for services in the community.Read moreRead less
Exploring Wellbeing Outcomes in the Aquatic and Recreation Industry. This project aims to investigate the impact on individual wellbeing through use of public aquatic and recreation centres in Australia. Through the use of mixed methods across multiple locations, the project expects to generate new knowledge on the effect on users of different management and service models for the provision of aquatic and recreational infrastructure. Expected outcomes include a quantifiable measure of social and ....Exploring Wellbeing Outcomes in the Aquatic and Recreation Industry. This project aims to investigate the impact on individual wellbeing through use of public aquatic and recreation centres in Australia. Through the use of mixed methods across multiple locations, the project expects to generate new knowledge on the effect on users of different management and service models for the provision of aquatic and recreational infrastructure. Expected outcomes include a quantifiable measure of social and emotional wellbeing that can be utilised by centre management and government. This will help assessment of best practice for maximising community wellbeing, and can guide investment decisions by state and local government.Read moreRead less