Privacy-preserving data processing on the cloud. This project aims to address the current lack of privacy of user data processed by common cloud computing web servers, including email, business data, and confidential files. This project aims to develop new techniques in cryptography. The anticipated outcome is a suite of practical tools enabling common cloud computing processing operations such as search, statistical analysis, and multi-user access control, to be performed efficiently while pres ....Privacy-preserving data processing on the cloud. This project aims to address the current lack of privacy of user data processed by common cloud computing web servers, including email, business data, and confidential files. This project aims to develop new techniques in cryptography. The anticipated outcome is a suite of practical tools enabling common cloud computing processing operations such as search, statistical analysis, and multi-user access control, to be performed efficiently while preserving the data privacy. These tools should provide significant benefits to the privacy of cloud users, as well as financial and reputation benefits to the IT industry, by significantly reducing the likelihood of massive user data privacy breaches in the event of a cyber-hacking attack on the cloud server.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
MemberGuard: Protecting Machine Learning Privacy from Membership Inference. Machine Learning has become a core part of many real-world applications. However, machine learning models are vulnerable to membership inference attacks. In these attacks, an adversary can infer if a given data record has been part of the model's training data. In this project, the team aims to develop new techniques that can be used to counter these attacks, such as 1) new analytical models for membership leakage, 2) ne ....MemberGuard: Protecting Machine Learning Privacy from Membership Inference. Machine Learning has become a core part of many real-world applications. However, machine learning models are vulnerable to membership inference attacks. In these attacks, an adversary can infer if a given data record has been part of the model's training data. In this project, the team aims to develop new techniques that can be used to counter these attacks, such as 1) new analytical models for membership leakage, 2) new methods for susceptibility diagnosis, 3) new defences that leverage privacy and utility. Data-oriented services are estimated to be valuable assets in the future. These techniques can help Australia gain cutting edge advantage in machine learning security and privacy and protect its intellectual property on these services.Read moreRead less
Governance for Gender Inclusion: Levelling the Field in Australian Sport. This project aims to understand why, despite gains in women's sport participation, gender inclusion efforts in Australian sport have not yet led to gender parity in leadership roles or broad accessibility for marginalised groups. It seeks to generate new knowledge about the regulatory mechanisms and social conditions that facilitate change through the development of a new interdisciplinary conceptual framework. Expected ou ....Governance for Gender Inclusion: Levelling the Field in Australian Sport. This project aims to understand why, despite gains in women's sport participation, gender inclusion efforts in Australian sport have not yet led to gender parity in leadership roles or broad accessibility for marginalised groups. It seeks to generate new knowledge about the regulatory mechanisms and social conditions that facilitate change through the development of a new interdisciplinary conceptual framework. Expected outcomes include enhanced analytic guidelines and robust recommendations for governance strategies, which can be applied to study other domains. This should provide significant theoretical and policy benefits by supporting equity in professional settings and health promotion through wider inclusion.Read moreRead less
Social Impact and Connection Outcomes Associated with Community Sport. Outcomes of social connection from community sport are widely touted and supported to exist. However, we know little about how social infrastructure actually delivers these benefits. It is difficult to understand and develop practices that organisations can use to maximise the outcomes of sport participation. This research aims to investigate how social infrastructure delivers social connection outcomes associated with commun ....Social Impact and Connection Outcomes Associated with Community Sport. Outcomes of social connection from community sport are widely touted and supported to exist. However, we know little about how social infrastructure actually delivers these benefits. It is difficult to understand and develop practices that organisations can use to maximise the outcomes of sport participation. This research aims to investigate how social infrastructure delivers social connection outcomes associated with community sport. Expected outcomes include novel practice based tools and guidance for community groups to enhance social connection outcomes and new understanding about the role of social infrastructure in enhancing community connection. Improved social connection is expected to improve resilience and community wellbeing.
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Evaluating the impact of Indigenous preferential procurement programs. This project aims to conduct a multi-disciplinary, multi-method evaluation of the implementation and impacts of Indigenous preferential procurement programs (IPPPs) on Indigenous businesses, Indigenous communities, procurers’ operations and outcomes. Bringing together researchers in partnership with corporate and government procurers, Indigenous data custodians and the Australian Bureau of Statistics we aim to produce a signi ....Evaluating the impact of Indigenous preferential procurement programs. This project aims to conduct a multi-disciplinary, multi-method evaluation of the implementation and impacts of Indigenous preferential procurement programs (IPPPs) on Indigenous businesses, Indigenous communities, procurers’ operations and outcomes. Bringing together researchers in partnership with corporate and government procurers, Indigenous data custodians and the Australian Bureau of Statistics we aim to produce a significant national program evaluation of IPPPs and the impact at the community level. The project aims to highlight ways in which IPPPs can be [re]designed to reduce implementation friction, facilitate access and participation among Indigenous businesses and help guarantee positive effects on Indigenous communities.Read moreRead less
DeepHoney: Automatic Honey Data Generation for Active Cyber Defence . This project aims to enhance the security of networks and information systems by empowering them with intelligent deception techniques to achieve proactive attack detection and defence. In recent times, the fictitious environment – honeypot designed by human experience becomes popular to attract attackers and capture their interactions. However, rules-based construction of honeypots fails in preserving the privacy, boosting th ....DeepHoney: Automatic Honey Data Generation for Active Cyber Defence . This project aims to enhance the security of networks and information systems by empowering them with intelligent deception techniques to achieve proactive attack detection and defence. In recent times, the fictitious environment – honeypot designed by human experience becomes popular to attract attackers and capture their interactions. However, rules-based construction of honeypots fails in preserving the privacy, boosting the attractiveness and evolving the system. The project expects to advance deep learning and yield novel DeepHoney technologies with associated publications and open-source software. This should benefit science, society, and the economy by building the next generation of active cyber defence systems. Read moreRead less
ARC Centre of Excellence in Future Low Energy Electronics Technologies. This Centre aims to develop the scientific foundation and intellectual property for new electronics technologies. Decreasing energy use is a major societal challenge, and this Centre aims to meet that challenge by realising fundamentally new types of electronic conduction without resistance in solid-state systems at room temperature. Novel resistance-free electronic phenomena at room temperature are expected to form the basi ....ARC Centre of Excellence in Future Low Energy Electronics Technologies. This Centre aims to develop the scientific foundation and intellectual property for new electronics technologies. Decreasing energy use is a major societal challenge, and this Centre aims to meet that challenge by realising fundamentally new types of electronic conduction without resistance in solid-state systems at room temperature. Novel resistance-free electronic phenomena at room temperature are expected to form the basis of integrated electronics technology with ultra-low energy consumption. This Centre’s development of innovative electronics could put Australia at the forefront of the international electronics industry.Read moreRead less
On-site and comprehensive technology for chemical weapons, toxins and drugs. This project aims to evaluate and validate broad capabilities of advanced chemical profiling using benchtop and portable gas chromatography–mass spectrometry for forensic applications. Establishing guidelines for sampling various matrices, key performance measures, and improving chemical and residue identification for drug profiling in clandestine laboratories and public venues, chemical warfare agents, and chemical tox ....On-site and comprehensive technology for chemical weapons, toxins and drugs. This project aims to evaluate and validate broad capabilities of advanced chemical profiling using benchtop and portable gas chromatography–mass spectrometry for forensic applications. Establishing guidelines for sampling various matrices, key performance measures, and improving chemical and residue identification for drug profiling in clandestine laboratories and public venues, chemical warfare agents, and chemical toxins is expected. Anticipated outcomes for project partners in defence and policing include detailed knowledge of sample and residue composition and on-site assessment of chemical risks with immediate feedback. Benefits should include improved community and security services safety by enhanced detection of harmful substances.Read moreRead less
Integrated Kids Hubs - Ensuring Equity of Access for Children. The Integrated Kids Hubs - Ensuring Equity of Access for Children project aims to determine if integrated Hubs are effective in increasing access to child and family services for disadvantaged urban and regional families with children aged 3 years and under, thus improving early identification of developmental vulnerability, parental wellbeing and capacity, and addressing unmet psychosocial needs. If these issues are not identified a ....Integrated Kids Hubs - Ensuring Equity of Access for Children. The Integrated Kids Hubs - Ensuring Equity of Access for Children project aims to determine if integrated Hubs are effective in increasing access to child and family services for disadvantaged urban and regional families with children aged 3 years and under, thus improving early identification of developmental vulnerability, parental wellbeing and capacity, and addressing unmet psychosocial needs. If these issues are not identified and addressed early, these children will go on to struggle in school and life. We will use a pragmatic trial design (meaning the research is embedded in our usual practice), determine the social return on investment, and establish what is needed to scale up the Hubs across NSW and Australia.Read moreRead less