Data sharing with strong privacy against inference attacks. This project aims to develop theories and techniques for strong protection of personal information in sharing large datasets such as national health data or census records. It intends to achieve this through developing new information theoretic methods for synthesising datasets with proven high fidelity and protection against re-identification and inference attacks, where attackers try to learn probability of sensitive data. The expecte ....Data sharing with strong privacy against inference attacks. This project aims to develop theories and techniques for strong protection of personal information in sharing large datasets such as national health data or census records. It intends to achieve this through developing new information theoretic methods for synthesising datasets with proven high fidelity and protection against re-identification and inference attacks, where attackers try to learn probability of sensitive data. The expected outcomes are algorithms for public and private sector data curators to dial up or down their data access arrangements based on privacy risks and fidelity demands linked with different data types and uses. This project intends to enable Australians to securely benefit from valuable data in decision making.Read moreRead less
Development of methods and algorithms to support multidisciplinary optimisation. This project will aim to develop a number of novel and computationally efficient schemes to deal with the key challenges facing multidisciplinary optimisation. These advancements will allow us to solve a number of challenging and intractable problems in science and engineering.
Explicit methods in number theory: Computation, theory and application. This project aims to use explicit estimates to unify three problems in number theory: primitive roots, Diophantine quintuples, and linear independence of zeroes of the Riemann zeta-function. It will use computational and analytic number theory to reduce the quintuples problem to a soluble level. Pursuing relations between the zeta zeroes will overhaul many current results. This project will apply its findings about primitive ....Explicit methods in number theory: Computation, theory and application. This project aims to use explicit estimates to unify three problems in number theory: primitive roots, Diophantine quintuples, and linear independence of zeroes of the Riemann zeta-function. It will use computational and analytic number theory to reduce the quintuples problem to a soluble level. Pursuing relations between the zeta zeroes will overhaul many current results. This project will apply its findings about primitive roots to signal processing, cryptography and cybersecurity.Read moreRead less
Indigenising the Semantic Web: Ontologies for Indigenous knowledge and heritage resources on a machine-readable Web. This project will put Australia at the forefront of international efforts to realise a functioning Semantic Web in which all data transactions are handled by machines talking to machines. It addresses the government's call for the creation of infrastructure and e-research tools that enable high-speed distributed access to Indigenous knowledge and culture resources, and its outcome ....Indigenising the Semantic Web: Ontologies for Indigenous knowledge and heritage resources on a machine-readable Web. This project will put Australia at the forefront of international efforts to realise a functioning Semantic Web in which all data transactions are handled by machines talking to machines. It addresses the government's call for the creation of infrastructure and e-research tools that enable high-speed distributed access to Indigenous knowledge and culture resources, and its outcomes will revolutionise the way that these resources are managed, accessed and understood by users everywhere. Indigenous communities will benefit from increased protections for knowledge and heritage resources, and ability to access these in instantaneously customisable ways that promote wellbeing.Read moreRead less