Australian Laureate Fellowships - Grant ID: FL200100176
Funder
Australian Research Council
Funding Amount
$3,128,080.00
Summary
Theoretical Foundations of Ethical Machine Learning. The project will develop a systematic theory of ethical machine learning. Machine learning is a powerful and pervasive technology that is already having a huge impact on Australia. When applied to data about people there are a range of ethical harms that can arise (fairness, and privacy are two of them). The project will develop a rigorously grounded foundation for managing such ethical harms. For example it will allow the quantification of t ....Theoretical Foundations of Ethical Machine Learning. The project will develop a systematic theory of ethical machine learning. Machine learning is a powerful and pervasive technology that is already having a huge impact on Australia. When applied to data about people there are a range of ethical harms that can arise (fairness, and privacy are two of them). The project will develop a rigorously grounded foundation for managing such ethical harms. For example it will allow the quantification of the inevitable trade-offs between fairness and utility. The benefits of the project will include the best possible ways of managing these trade-offs, competitive advantage for Australian firms developing the technology, and will ensure that the country retains a social license to use the technology.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL0992334
Funder
Australian Research Council
Funding Amount
$2,321,000.00
Summary
An Empirical Model of Aboriginal Mental Health. The poor health, academic, and mental health functioning of Aboriginal children is one of Australia's major public health problems. This project will identify the specific factors that lead to these problems and provide an evidence base to shape future empirically-informed interventions to reduce violence and mental health problems in Aboriginal communities. This project directly addresses the National Research Priority of Strengthening Australia ....An Empirical Model of Aboriginal Mental Health. The poor health, academic, and mental health functioning of Aboriginal children is one of Australia's major public health problems. This project will identify the specific factors that lead to these problems and provide an evidence base to shape future empirically-informed interventions to reduce violence and mental health problems in Aboriginal communities. This project directly addresses the National Research Priority of Strengthening Australia's Social and Economic Fabric and a Healthy Start to Life by establishing the empirical platform to shape future policies for enhancing the mental health of Aboriginal youth.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL190100149
Funder
Australian Research Council
Funding Amount
$3,280,000.00
Summary
Autonomous learning for decision making in complex situations. The project aims to create a novel research direction – autonomous machine learning for data-driven decision-making – that innovatively and effectively learns from big data to support decision-making in complex (massive, uncertain, dynamic) situations. A set of new theories, methodologies and algorithms will give artificial intelligence the ability to learn autonomously from data to enable machine learning capability to effectively h ....Autonomous learning for decision making in complex situations. The project aims to create a novel research direction – autonomous machine learning for data-driven decision-making – that innovatively and effectively learns from big data to support decision-making in complex (massive, uncertain, dynamic) situations. A set of new theories, methodologies and algorithms will give artificial intelligence the ability to learn autonomously from data to enable machine learning capability to effectively handle tremendous uncertainties in data, learning processes and decision outputs, particularly enabling smart learning in massive domains, massive streams, and massive-agent sequentially changing environments. The project’s outcomes are expected to improve data-driven decision-making in multiple industry sectors.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL230100159
Funder
Australian Research Council
Funding Amount
$3,330,000.00
Summary
From a descriptive to a predictive understanding of the human microbiome. Microorganisms inhabit every imaginable environment on Earth. Despite advances in characterising microbial communities, our understanding is largely descriptive and a detailed appreciation of their complexity eludes us. This Laureate project aims to transform microbial ecology into a predictive science, through intensive investigation of the human gut microbiome as a model ecosystem. Major challenges in microbiology are ex ....From a descriptive to a predictive understanding of the human microbiome. Microorganisms inhabit every imaginable environment on Earth. Despite advances in characterising microbial communities, our understanding is largely descriptive and a detailed appreciation of their complexity eludes us. This Laureate project aims to transform microbial ecology into a predictive science, through intensive investigation of the human gut microbiome as a model ecosystem. Major challenges in microbiology are expected to be overcome, with new knowledge for predicting how microorganisms influence, and are influenced by, their environment. Ultimately this knowledge can help us manipulate microbial communities in diverse ecosystems to our advantage – protecting the planet’s natural assets, and improving agriculture and human health.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL170100167
Funder
Australian Research Council
Funding Amount
$2,295,215.00
Summary
Differentiating the cognitive basis of unproductive versus productive worry. This project aims to delineate the individual differences in cognitive functioning that distinguish between the tendency to experience unproductive versus productive worry. For some people, worry severely compromises well-being, while for others worry yields significant benefits by fostering preparatory behaviours that protect against misfortune. Using innovative and compelling hypotheses, as well as laboratory and fiel ....Differentiating the cognitive basis of unproductive versus productive worry. This project aims to delineate the individual differences in cognitive functioning that distinguish between the tendency to experience unproductive versus productive worry. For some people, worry severely compromises well-being, while for others worry yields significant benefits by fostering preparatory behaviours that protect against misfortune. Using innovative and compelling hypotheses, as well as laboratory and fieldwork approaches, this project will deliver the capacity to assess, predict, and explain the individual differences in unproductive and productive worrying that underpin variability in resilient responding to situations in which adaptive action can mitigate real-world risk. This project will have major scientific impact, generating influential publications concerning the cognitive distinctions between productive and unproductive worry that will position Australia as a global leader in this field.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL150100096
Funder
Australian Research Council
Funding Amount
$3,030,714.00
Summary
Development of emotional functioning during adolescence. Development of emotional functioning during adolescence: This fellowship project aims to understand factors that increase risk and provide protection from the development of emotional distress during the adolescent years. Adolescence is a critical stage in the development of emotional functioning, and behaviours developed at this time can influence the entire life course. The research plans to follow a large group of teenagers over many ye ....Development of emotional functioning during adolescence. Development of emotional functioning during adolescence: This fellowship project aims to understand factors that increase risk and provide protection from the development of emotional distress during the adolescent years. Adolescence is a critical stage in the development of emotional functioning, and behaviours developed at this time can influence the entire life course. The research plans to follow a large group of teenagers over many years and will focus on risk and protective factors that are open to possible modification. The intended outcomes seek to support the development of prevention and promotion programs and public health initiatives to maximise positive emotional development in young people. It is hoped that these will lead to increased productivity and better quality of life.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL110100199
Funder
Australian Research Council
Funding Amount
$2,529,601.00
Summary
Responding to the challenges of identity change: an advanced social identity approach to issues of leadership, health and well-being. This project develops an integrated framework for understanding how changes to identity that are associated with the changing fabric of the modern world impact on Australians' health and well-being. The project will develop and test strategies for tackling these challenges and minimising their negative consequences.
Australian Laureate Fellowships - Grant ID: FL220100185
Funder
Australian Research Council
Funding Amount
$3,269,608.00
Summary
Nanostructured Silicon-Based Wearable and Implantable Biosensors. The aim is to gain a deep understanding of the interface between nanostructured-silicon-based nanomaterials and biological systems, to develop a new generation of biosensor technologies applied on and in the body. Using innovative nanofabrication techniques, the team will integrate porous silicon nanomaterials with highly controllable optical and electrochemical properties into wearable and implantable biosensors for detecting bio ....Nanostructured Silicon-Based Wearable and Implantable Biosensors. The aim is to gain a deep understanding of the interface between nanostructured-silicon-based nanomaterials and biological systems, to develop a new generation of biosensor technologies applied on and in the body. Using innovative nanofabrication techniques, the team will integrate porous silicon nanomaterials with highly controllable optical and electrochemical properties into wearable and implantable biosensors for detecting bioanalytes directly and continuously in interstitial fluid, sweat, and blood; critically, they will be capable of long-term monitoring. The outcomes are expected to enable development of downstream applications across medical diagnostics, sports sciences, workplace testing as well as defence and space technologies.Read moreRead less