XML Views of Relational Databases: Semantics and Update Problems. XML is the standard for representing, publishing and exchanging data over the Internet and relational database is the dominant technology for data management. Updating XML views over relational data is fundamental to bring these two technologies together to serve Internet-based applications. Australia has been a leading country in both developing and applying internet technologies. The theoretic outcomes of this project will contr ....XML Views of Relational Databases: Semantics and Update Problems. XML is the standard for representing, publishing and exchanging data over the Internet and relational database is the dominant technology for data management. Updating XML views over relational data is fundamental to bring these two technologies together to serve Internet-based applications. Australia has been a leading country in both developing and applying internet technologies. The theoretic outcomes of this project will contribute to the advance in database and web research communities and establish us as an internationally leading group in this research area. The technological outcomes will help organisations in Australia effectively and efficiently conduct e-Business on the Internet. Read moreRead less
Constraints in XML Schema Integration. This project will produce worldwide leading technologies for designing XML data integration system. With the technologies, the well designed integration systems will be able store data with rich semantics and thus provide accurate and understandable information to users. In this way, Australia and communities will be benefited both financially and informatively. The research of this project will also add to the research reputation of Australia in data integ ....Constraints in XML Schema Integration. This project will produce worldwide leading technologies for designing XML data integration system. With the technologies, the well designed integration systems will be able store data with rich semantics and thus provide accurate and understandable information to users. In this way, Australia and communities will be benefited both financially and informatively. The research of this project will also add to the research reputation of Australia in data integration areas. At the same time, the knowledge capacity of Australia on data integration will be enlarged which further improves frontier research activities in the area. Through the research of the project, PhD students will be trained.Read moreRead less
Build competency aware and assuring machine learning systems. Recent development in machine learning (ML) has seen ML models with extremely high prediction accuracy. However, to support human-machine partnership in decision-making in complex environments, beyond accuracy, it is essential for ML systems to be competency aware and reliable, and at the same time be exploratory. This project aims to develop novel techniques to equip a ML system with the ability to identify own competency, to justify ....Build competency aware and assuring machine learning systems. Recent development in machine learning (ML) has seen ML models with extremely high prediction accuracy. However, to support human-machine partnership in decision-making in complex environments, beyond accuracy, it is essential for ML systems to be competency aware and reliable, and at the same time be exploratory. This project aims to develop novel techniques to equip a ML system with the ability to identify own competency, to justify its competency and decisions, to explore unknown situations and fully utilise existing expertise to deal with unknowns. The expected outcomes of the project will enable ML systems to become truely intelligent and reliable machine partners for human decision makers in a wide range of applications.Read moreRead less
New strategies to transmit data: Coping with exponential growth in demand. The aim of this project is to provide new technologies to facilitate the exponential growth in demand for streaming of digital data. Based on novel techniques combining graph theory, information theory, and coding, this project aims to change the way we encode data, offering significant improvements to the efficiency of communication networks and providing a 10-100 fold increase in transmission speed. If successful this p ....New strategies to transmit data: Coping with exponential growth in demand. The aim of this project is to provide new technologies to facilitate the exponential growth in demand for streaming of digital data. Based on novel techniques combining graph theory, information theory, and coding, this project aims to change the way we encode data, offering significant improvements to the efficiency of communication networks and providing a 10-100 fold increase in transmission speed. If successful this project expects to bring digital transmission improvements which could impact on almost every sector of the economy from education to advanced healthcare. Possible applications include cloud storage for big data, high-definition video streaming, and wide-coverage high-speed mobile broadband.Read moreRead less
Foundations for future wireless networks. Most of us have first-hand experience with temperamental wireless communications devices that don't meet our expectations. This project will deliver new technologies that enable lower costs, through more efficient use of radio spectrum. It will deliver more reliable and higher speed wireless broadband with better coverage, even to highly mobile users.
Towards knowledge discovery from imperfect and evolving data. Information extraction from data is critical, both to analyse and protect consumer data. However, many learning techniques are developed using perfect, static datasets, quite different to messy, ever-changing real-world data. This project aims to develop data analytics techniques that can extract accurate information in complex structures from imperfect/incomplete data that changes over time. Expected outcomes are a prototype tool, te ....Towards knowledge discovery from imperfect and evolving data. Information extraction from data is critical, both to analyse and protect consumer data. However, many learning techniques are developed using perfect, static datasets, quite different to messy, ever-changing real-world data. This project aims to develop data analytics techniques that can extract accurate information in complex structures from imperfect/incomplete data that changes over time. Expected outcomes are a prototype tool, tested on real datasets, that combines new techniques in data modelling, algorithm development, and system design. Likely benefits are enhanced Australia's competence in data science through student training and new, robust data tools relevant to critical sectors such as cybersecurity, healthcare, and defence.Read moreRead less
Compression of distributed data: bridging the gap between theory and practice. In bushfire and tsunami early warning systems, environmental monitoring and healthcare applications, distributed sensors collect and transmit correlated data. This project will design novel data compression algorithms that exploit this correlation to dramatically increase the performance of existing networks and enable new applications.
Robust transmission, identification and key agreement in communications networks. This project identifies significant, innovative directions to achieve robust data transmission, identification and key agreement in networks. It presents the information and communication technology industry with new and profitable markets, contributing to wealth creation, employment and exports. Immediate benefits are: 1. Contribution to the growing knowledge base and fundamental capabilities in networks; 2. Crea ....Robust transmission, identification and key agreement in communications networks. This project identifies significant, innovative directions to achieve robust data transmission, identification and key agreement in networks. It presents the information and communication technology industry with new and profitable markets, contributing to wealth creation, employment and exports. Immediate benefits are: 1. Contribution to the growing knowledge base and fundamental capabilities in networks; 2. Creation and commercialization of valuable intellectual property; 3. Education of future leading academic and industrial innovators within Australia; 4. High international profile of Australian communications and information technology research.
Read moreRead less
Efficient Data Transport using Network Coding. Large-scale content distribution is driving the evolution of future Internet, cellular and wireless data networks. This project develops theory and practice underpinning entirely new modes of content distribution. This presents the ICT industry with new and profitable markets, contributing to wealth creation, employment and exports. Immediate benefits to Australia are: Contribution to the growing knowledge base and fundamental capabilities in the im ....Efficient Data Transport using Network Coding. Large-scale content distribution is driving the evolution of future Internet, cellular and wireless data networks. This project develops theory and practice underpinning entirely new modes of content distribution. This presents the ICT industry with new and profitable markets, contributing to wealth creation, employment and exports. Immediate benefits to Australia are: Contribution to the growing knowledge base and fundamental capabilities in the important area of telecommunication networks; Creation and commercialisation of intellectual property; Education of future Australian academic leaders and industrial innovators; Raising the international profile of Australian research in communications and information technology.Read moreRead less
Information Theory for Networks with Uncertain Topologies. The contribution of Information and Communications Technologies to the National economy, has been widely recognized. ICT enables wealth creation, employment and exports, and underpins many innovation processes. Immediate project benefits will be: Contribution to the knowledge base and fundamental capabilities in high-speed wireless and sensor networks; Education of future Australian academic and industrial innovators; Raising the interna ....Information Theory for Networks with Uncertain Topologies. The contribution of Information and Communications Technologies to the National economy, has been widely recognized. ICT enables wealth creation, employment and exports, and underpins many innovation processes. Immediate project benefits will be: Contribution to the knowledge base and fundamental capabilities in high-speed wireless and sensor networks; Education of future Australian academic and industrial innovators; Raising the international profile of Australian research in the area of information technology. Applied development of the outcomes will lead to the generation of valuable intellectual property. Close links to Australian industry ensures that Australian ICT companies stand to gain commercial advantage.Read moreRead less