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
Living on the edge: how do Australian plants cope with extreme temperature? Of all the climatic factors determining species distributions, temperature is arguably the most important. It is extremes – rather than averages – that drive species evolution. So it is concerning that although extreme temperature events are increasing in frequency and intensity little is known about the breadth of thermal tolerance of plants from extreme environments. This information is crucial to understand species di ....Living on the edge: how do Australian plants cope with extreme temperature? Of all the climatic factors determining species distributions, temperature is arguably the most important. It is extremes – rather than averages – that drive species evolution. So it is concerning that although extreme temperature events are increasing in frequency and intensity little is known about the breadth of thermal tolerance of plants from extreme environments. This information is crucial to understand species distribution and survival under future climate regimes. This project will ascertain the thermal breadth of Australian species growing in situ and under controlled environments. The project will contribute to development of effective conservation, restoration and rehabilitation plans for Australian native plant communities. Read moreRead less
Life, living and livelihoods in satellite cities: new urban forms in India . This project aims to assess the success of satellite cities, conceived as possible solutions to the urgent challenge of rapid urban growth in today’s megacities. Through an ethnography of an Indian satellite city, Mahindra World City, this project aims to generate knowledge on new urban formations and the consequences of experiments in urban development for different socio-economic groups. Understanding the lived experi ....Life, living and livelihoods in satellite cities: new urban forms in India . This project aims to assess the success of satellite cities, conceived as possible solutions to the urgent challenge of rapid urban growth in today’s megacities. Through an ethnography of an Indian satellite city, Mahindra World City, this project aims to generate knowledge on new urban formations and the consequences of experiments in urban development for different socio-economic groups. Understanding the lived experiences of residents/workers in satellite cities aims to form a robust evidence base for research driven dialogue with policy makers, planners and developers. Lessons derived are expected to inform policy and practice as to how to achieve wellbeing for urban residents, while providing indications of Asia’s urban futures.Read moreRead less
Understanding the role of trauma in alcohol and other drug-related problems. This project aims to investigate the relationship between trauma and alcohol and other drug (AOD)-related problems. Using a robust set of qualitative and ethnographic methods, the project expects to advance international knowledge on how experiences of trauma influence AOD consumption, and the diverse factors that shape variation in experience and outcomes for individuals. Expected outcomes include targeted recommendati ....Understanding the role of trauma in alcohol and other drug-related problems. This project aims to investigate the relationship between trauma and alcohol and other drug (AOD)-related problems. Using a robust set of qualitative and ethnographic methods, the project expects to advance international knowledge on how experiences of trauma influence AOD consumption, and the diverse factors that shape variation in experience and outcomes for individuals. Expected outcomes include targeted recommendations to improve AOD responses, policy and trauma-informed AOD care, and increased capacity of the Australian health workforce to respond to trauma and AOD-related problems. This should provide significant benefit by reducing the harms, and economic and social costs associated with AOD consumption.Read moreRead less
Antimicrobial resistance, inequality and development in India. This project aims to provide an analysis of the cultural and social drivers behind the threat of antimicrobial resistance in India. As the highest consumer of antibiotics globally, India is central to the global challenge of addressing antimicrobial resistance. This project will focus on antimicrobial resistance as a distinctly social problem. The intended outcomes include a deep understanding of how the crisis is unfolding in India ....Antimicrobial resistance, inequality and development in India. This project aims to provide an analysis of the cultural and social drivers behind the threat of antimicrobial resistance in India. As the highest consumer of antibiotics globally, India is central to the global challenge of addressing antimicrobial resistance. This project will focus on antimicrobial resistance as a distinctly social problem. The intended outcomes include a deep understanding of how the crisis is unfolding in India at the nexus of poverty, weak governance and embedded cultural practices. Anticipated findings will generate policy-relevant outputs to optimise antimicrobial use, position Australia as a leading voice in addressing a global threat, and prepare Australia against the specific issue of microbial resistance.Read moreRead less
The Intended and Unintended Impact of Policy for Adaptive Policy Management. The project aims to advance knowledge about the intended and unintended consequences of policy on health and well-being. It expects to innovate through new methods and novel data to integrate policy evaluation into the policy cycle in a timely fashion to prevent harm from occurring. It also leverages technology to track policy effects in real time. Expected outcomes of this project include new knowledge and enhanced pol ....The Intended and Unintended Impact of Policy for Adaptive Policy Management. The project aims to advance knowledge about the intended and unintended consequences of policy on health and well-being. It expects to innovate through new methods and novel data to integrate policy evaluation into the policy cycle in a timely fashion to prevent harm from occurring. It also leverages technology to track policy effects in real time. Expected outcomes of this project include new knowledge and enhanced policy infrastructure using new methods and interdisciplinary approaches. Significant benefits include improvements to: (1) policy management by government departments; (2) the health and wellbeing of the Australians they serve; (3) our Partners' capacity to consult governments on how technology can assist policy management. Read moreRead less
Improving water quality modelling by better understanding solute transport. Poor stream water quality is a critical problem in Australia and globally. Stream water quality depends directly on pathways and time taken for water to transport pollutants through catchments. Predicting these pathways is highly challenging and currently requires specialised data. This project aims to better model the movement of water from rainfall to streams, enable greatly improved use of water quality data routinely ....Improving water quality modelling by better understanding solute transport. Poor stream water quality is a critical problem in Australia and globally. Stream water quality depends directly on pathways and time taken for water to transport pollutants through catchments. Predicting these pathways is highly challenging and currently requires specialised data. This project aims to better model the movement of water from rainfall to streams, enable greatly improved use of water quality data routinely collected in Australia's catchments and thereby better predict water quality behaviour. Proposed field studies aim to support this development. The outcomes sought are improved planning and management of water quality in our rivers, lakes and estuaries, improved health of these water bodies and improved water supplies.Read moreRead less
Women, politics and democracy: political labour in India and Indonesia . This project aims to advance understandings of Asia's two largest democracies through an examination of the pathways and dead-ends to political power for women in India and Indonesia. Research of women's everyday political labour will examine their contributions to generating different forms of power, and their adverse incorporation into political structures. The comparative ethnographic approach will lead to the developme ....Women, politics and democracy: political labour in India and Indonesia . This project aims to advance understandings of Asia's two largest democracies through an examination of the pathways and dead-ends to political power for women in India and Indonesia. Research of women's everyday political labour will examine their contributions to generating different forms of power, and their adverse incorporation into political structures. The comparative ethnographic approach will lead to the development of analytical and conceptual tools to understand democracy across different socio-historical contexts. The project aims to produce policy and practice relevant knowledge to increase the meaningful participation of women in politics in India and Indonesia, with comparative lessons for other countries Read moreRead less
Finding equivalence between natural and artificial intelligences. This project aims to investigate the ways in which artificial intelligence is equivalent to human intelligence. Computers outperform humans in many domains, yet it is clear that computers often don’t perform tasks the way humans do. Developing innovative methods for evaluating claims of equivalence by drawing on simpler, well-understood model systems like the honeybee brain, the project expects to fill this existing knowledge gap. ....Finding equivalence between natural and artificial intelligences. This project aims to investigate the ways in which artificial intelligence is equivalent to human intelligence. Computers outperform humans in many domains, yet it is clear that computers often don’t perform tasks the way humans do. Developing innovative methods for evaluating claims of equivalence by drawing on simpler, well-understood model systems like the honeybee brain, the project expects to fill this existing knowledge gap. Expected outcomes include a framework that provides powerful, nuanced criteria for comparison of natural and artificial intelligences. Benefits are expected to include enhanced guidance for the development of AI systems both in everyday contexts and as exploratory tools in comparative and cognitive neuroscience.Read moreRead less