In search of relevant things: A novel approach for image analysis. This project aims to investigate how experts’ cognitive processes may be transferred to computers for the automatic recognition of visual features. By merging computer and brain sciences, the project will characterise the way the brains of experts understand what is seen, in order to translate such a process in a new computer vision tool. This should provide significant benefits, such as automatic detection of threats or diseases ....In search of relevant things: A novel approach for image analysis. This project aims to investigate how experts’ cognitive processes may be transferred to computers for the automatic recognition of visual features. By merging computer and brain sciences, the project will characterise the way the brains of experts understand what is seen, in order to translate such a process in a new computer vision tool. This should provide significant benefits, such as automatic detection of threats or diseases in satellite and diagnostic imaging, respectively, among other applications. For the first time, the combination of how a computer analyses an image and how an expert interprets it will be used as a common language to enable machines to process visual information in a manner that mimics the way human brains do.Read moreRead less
Efficient learning from multiple brain imaging data sets. Brain imaging data analysis methods have proven to be very effective in the study of brain functions and the identification of brain disorders because they minimise the modelling assumptions on the underlying structure of the problem. Analysis of multiple brain imaging data sets, either of the same modality as in multitask or multisubject data sets or from different modalities as in the case of data fusion, is a challenging problem in bi ....Efficient learning from multiple brain imaging data sets. Brain imaging data analysis methods have proven to be very effective in the study of brain functions and the identification of brain disorders because they minimise the modelling assumptions on the underlying structure of the problem. Analysis of multiple brain imaging data sets, either of the same modality as in multitask or multisubject data sets or from different modalities as in the case of data fusion, is a challenging problem in biomedical image analysis. This project will lead to fundamental contributions as well as techniques that address both problems: extraction of relevant features information from multisubject brain imaging data sets of the same modality or from fusion of brain imaging data sets collected from multimodalities.Read moreRead less
Smart comparison and assessment of prediction models for better health using next generation data mining. Prediction models can be used to provide early warning of events, such as adverse medical outcomes. This project will develop principles for the smart management of large collections of prediction models using data mining, enabling more timely medical interventions for Australians to live healthier and longer.
Generative Materialism: advancing design of the digital and physical. This interdisciplinary project aims to open the way for the next generation of manufacturing technologies by linking advanced computer science with the creative arts. Using innovative techniques that combine generative systems, advanced digital fabrication and the creative needs of modern design, the project seeks to boost human creativity by intelligently connecting the digital and physical processes of generative systems. Th ....Generative Materialism: advancing design of the digital and physical. This interdisciplinary project aims to open the way for the next generation of manufacturing technologies by linking advanced computer science with the creative arts. Using innovative techniques that combine generative systems, advanced digital fabrication and the creative needs of modern design, the project seeks to boost human creativity by intelligently connecting the digital and physical processes of generative systems. The outcomes will help build the next generation of digital arts software systems that assist creative and industry professionals to excel, promoting higher productivity and greater creativity vital to Australia's future creative industries. This will provide benefits such as the creation of breakthrough systems for the creative industries that elevate the role of computational generation and on-demand manufacturing in contemporary design, production and creative practice.Read moreRead less
Emerging technologies for enrichment in old age: A critical perspective. This project aims to generate knowledge about older adults' experiences with emerging technologies used for social and emotional enrichment. Technologies like virtual reality are said to offer social benefits for those in advanced old age, but we have limited knowledge about the issues that can impede older adults’ experiences with these technologies and even cause harm for vulnerable users. This project seeks to identify e ....Emerging technologies for enrichment in old age: A critical perspective. This project aims to generate knowledge about older adults' experiences with emerging technologies used for social and emotional enrichment. Technologies like virtual reality are said to offer social benefits for those in advanced old age, but we have limited knowledge about the issues that can impede older adults’ experiences with these technologies and even cause harm for vulnerable users. This project seeks to identify empirically informed strategies for good practice in the design and deployment of emerging technologies for enrichment in old age. This should inform the future ethical design and use of emerging technologies to benefit the social and emotional well-being of older Australians.Read moreRead less
Increasing internet energy and cost efficiency by improving higher-layer protocols. Australians rely heavily on our telecommunications infrastructure due to our geographic dispersion. We are also very susceptible to climate change, given our reliance on agriculture. Information technology is consuming a rapidly increasing fraction of our power and our budget. This research will help to reverse both those trends, by finding novel and practical ways to use our infrastructure more efficiently, and ....Increasing internet energy and cost efficiency by improving higher-layer protocols. Australians rely heavily on our telecommunications infrastructure due to our geographic dispersion. We are also very susceptible to climate change, given our reliance on agriculture. Information technology is consuming a rapidly increasing fraction of our power and our budget. This research will help to reverse both those trends, by finding novel and practical ways to use our infrastructure more efficiently, and to minimise its energy use. This will enable the Australian telecommunications industry to provide better service (including to Australian industries and rural communities) at lower economic and environmental cost. This project will put Australia on the international stage as a leading contributor to energy-efficient internet technology.Read moreRead less
Qualitative models of rationality: Philosophical foundations and applications. This project aims to establish the qualitative approach to rationality as a viable and attractive choice. Mathematical models of rationality, which aim to formalise the rules of good reasoning and decision making, traditionally assume that beliefs and desires are always given in precise, quantifiable degrees of confidence and value. This assumption is implausibly strong, and alternative, qualitative frameworks have be ....Qualitative models of rationality: Philosophical foundations and applications. This project aims to establish the qualitative approach to rationality as a viable and attractive choice. Mathematical models of rationality, which aim to formalise the rules of good reasoning and decision making, traditionally assume that beliefs and desires are always given in precise, quantifiable degrees of confidence and value. This assumption is implausibly strong, and alternative, qualitative frameworks have been developed to handle the frequent situations in which it fails. These, however, remain incomplete and their foundations poorly understood. The project will address their omissions, secure their conceptual underpinnings and use them to clarify and resolve long-standing philosophical problems.Read moreRead less
Information access through web-scale question-answer pair finding, ranking and matching. This project will aim to take web search to a new level of sophistication in accepting queries in the form of complex natural language questions, and returning a ranked list of natural language answers automatically extracted from a broad range of web user forums.
Home helper robots: Understanding our future lives with human-like AI. This fellowship aims to understand and plan for the social effects of embedding ‘cute’ home helper robots into people’s everyday lives. The project is expected to generate new knowledge and resources to understand and respond to the emerging opportunities and risks associated with home helper robots, including their ability to support household tasks, and to provide child and aged care and companionship. Expected outcomes inc ....Home helper robots: Understanding our future lives with human-like AI. This fellowship aims to understand and plan for the social effects of embedding ‘cute’ home helper robots into people’s everyday lives. The project is expected to generate new knowledge and resources to understand and respond to the emerging opportunities and risks associated with home helper robots, including their ability to support household tasks, and to provide child and aged care and companionship. Expected outcomes include an improved understanding of anthropomorphised robots in everyday life and innovation in home helper robot theory and imaginaries. This should provide benefits such as informing robot design and policy to improve social outcomes, consumer protections and human-robot relationships.Read moreRead less
Detecting the deaths of the first stars: Investigating the physical processes in the early Universe. This project will pursue the most distant supernova explosions in the Universe and investigate their host galaxies and environments. It will use a technique that has detected the most distant supernovae, probing 12 billion years into the past, and one that is able to discover, for the first time, the deaths of the first stars to have formed after the Big Bang. This project will use this technique ....Detecting the deaths of the first stars: Investigating the physical processes in the early Universe. This project will pursue the most distant supernova explosions in the Universe and investigate their host galaxies and environments. It will use a technique that has detected the most distant supernovae, probing 12 billion years into the past, and one that is able to discover, for the first time, the deaths of the first stars to have formed after the Big Bang. This project will use this technique to gather a statistical sample of supernovae to determine their occurrence rate and physical properties and to provide crucial data for a newly discovered, extremely powerful, third type of supernova. This data will test the laws in which early galaxies formed their stars and reveal the framework for the subsequent evolution of the Universe.Read moreRead less