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.
Read moreRead less
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
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
Special Research Initiatives - Grant ID: SR0354823
Funder
Australian Research Council
Funding Amount
$10,000.00
Summary
National network for the study of cognitive processes and treatment across the phases of schizophrenia. Schizophrenia is associated with great costs to the community and individual. Controlled studies have demonstrated Cognitive Behaviour Therapy (CBT) is efficacious in treating symptoms of schizophrenia. Studies of cognitive processes have also advanced understanding of psychotic phenomena. This initiative affords the opportunity to
1) Improve treatment efficacy by developing, testing and appl ....National network for the study of cognitive processes and treatment across the phases of schizophrenia. Schizophrenia is associated with great costs to the community and individual. Controlled studies have demonstrated Cognitive Behaviour Therapy (CBT) is efficacious in treating symptoms of schizophrenia. Studies of cognitive processes have also advanced understanding of psychotic phenomena. This initiative affords the opportunity to
1) Improve treatment efficacy by developing, testing and applying theoretically-driven models of psychotic symptoms.
2) Disseminate the findings of research on CBT for psychotic disorders in clinical settings by (a) training the work-force, and (b) facilitating CBT delivery in routine practice.
3) Apply CBT in various settings with a variety of psychotic populations to test its effectiveness in routine clinical settings.
Read moreRead less
Child health and developmental inequities: Evidence for precision policy. The project aims to use cutting edge analytic approaches applied to existing data to identify how policy interventions related to parents’ mental health, preschool programs, and the built environment can be optimised to reduce inequities in children’s mental, academic, and physical health outcomes. The project will be informed by our partners and advisers from across government portfolios and service delivery, ensuring tha ....Child health and developmental inequities: Evidence for precision policy. The project aims to use cutting edge analytic approaches applied to existing data to identify how policy interventions related to parents’ mental health, preschool programs, and the built environment can be optimised to reduce inequities in children’s mental, academic, and physical health outcomes. The project will be informed by our partners and advisers from across government portfolios and service delivery, ensuring that the evidence generated has contemporary policy relevance. The project expects to identify clear and actionable policy pathways to reduce child inequities in Australia, which can benefit decision makers by helping them to direct limited public funds towards intervention opportunities that will have the greatest impact.Read moreRead less
Internet technologies, health informatics and statistical methods, and new delivery platforms in call centres. Although depression is the major cause of health disability, 60% of Australians with depression do not receive professional help. There are few systems for delivering health information and resilience skills to members of the community. This project aims to develop a workable system to reduce unmet need. It will provide a model of information delivery applicable to other areas of the ....Internet technologies, health informatics and statistical methods, and new delivery platforms in call centres. Although depression is the major cause of health disability, 60% of Australians with depression do not receive professional help. There are few systems for delivering health information and resilience skills to members of the community. This project aims to develop a workable system to reduce unmet need. It will provide a model of information delivery applicable to other areas of the health industry, particularly those involving chronic disease. It has applicability to education and other sectors which involve the delivery of information to the public. Because e-health is an emerging field, the project also has the capacity to build expertise in an area which is under-resourced. 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