Developing an effective defence to cyber-reputation manipulation attacks. This project will develop new technologies for businesses to accurately identify fake internet reviews. Fake reviews, paid for and/or written with malicious intent, can cause irreparable damage to businesses resulting in revenue loss, consumer dissatisfaction or even closure of businesses. However they are difficult to identify, as they continuously evolve to avoid detection and the volume of Internet reviews makes analysi ....Developing an effective defence to cyber-reputation manipulation attacks. This project will develop new technologies for businesses to accurately identify fake internet reviews. Fake reviews, paid for and/or written with malicious intent, can cause irreparable damage to businesses resulting in revenue loss, consumer dissatisfaction or even closure of businesses. However they are difficult to identify, as they continuously evolve to avoid detection and the volume of Internet reviews makes analysis a monumental task. This project will provide advanced tools to detect fake website reviews and a cybersecurity system prototype ready to be used by industry, making Australia a leader in this field and resulting in a safer internet environment for all.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE200100245
Funder
Australian Research Council
Funding Amount
$410,518.00
Summary
Bayesian nonparametric learning for practical sequential decision making. This project aims to develop new methods to support practical sequential decision making under uncertainty. It expects to pave the way for the next generation of sequential decision making uniquely characterised by uncertainty modelling, high sample-efficiency, efficient environment change adaptation, and automatical reward function learning. The expected outcomes will advance machine learning knowledge with a new deep lea ....Bayesian nonparametric learning for practical sequential decision making. This project aims to develop new methods to support practical sequential decision making under uncertainty. It expects to pave the way for the next generation of sequential decision making uniquely characterised by uncertainty modelling, high sample-efficiency, efficient environment change adaptation, and automatical reward function learning. The expected outcomes will advance machine learning knowledge with a new deep learning schema for data modelling and sequential decision-making knowledge with a novel deep reinforcement learning methodology. These developments have immediate applications in autonomous vehicles, advanced manufacturing, and dynamic pricing, with scientific, economic, and social benefits for Australia and the world.Read moreRead less
A Gesture-Based Interface for Designing in Virtual Reality. Many design professions including architecture, fashion, and engineering can benefit from the outcomes of this project and may return financial benefits to Australia, since they heavily rely on sketching in the conceptual design process. Other areas, such as films, computer games, user interface design that involves storyboarding and visualization may also benefit from sketching in virtual reality. Further research may be carried out us ....A Gesture-Based Interface for Designing in Virtual Reality. Many design professions including architecture, fashion, and engineering can benefit from the outcomes of this project and may return financial benefits to Australia, since they heavily rely on sketching in the conceptual design process. Other areas, such as films, computer games, user interface design that involves storyboarding and visualization may also benefit from sketching in virtual reality. Further research may be carried out using a variety of VR facilities and a responsive workbench (3D interactive table-top display) to allow distributed Virtual Prototyping between geographically separated design teams, to assemble the product drawn using a force feedback device to place Australia in a leading position.Read moreRead less
Rethinking timelines: a new methodology for describing and communicating history. The project will lead to better ways of understanding historical events in context through active engagement of learners in the construction of timeline visualisations. It will contribute to the development of better strategies for collaborative content creation and quality control in web-based community resources, and facilitate creation of significant online collaborative databases by communities of interest, wit ....Rethinking timelines: a new methodology for describing and communicating history. The project will lead to better ways of understanding historical events in context through active engagement of learners in the construction of timeline visualisations. It will contribute to the development of better strategies for collaborative content creation and quality control in web-based community resources, and facilitate creation of significant online collaborative databases by communities of interest, without the technical requirements and costs of one-off programming. It will add value to Australian online resources such as MacquarieNet, contribute to new methods of information visualisation in Australian museums and visitor centres, and generate national and international consultancies for the project partners.Read moreRead less