Personalised Online Learning Analytics by Exploring Multilayer Graph Data . Learning analytics is becoming a significant factor in reducing the drop-out rate of students in online learning. The aim of this project is to develop a reliable, robust, real-time analysis system that automatically reveals multilayered relationships, evaluates students' learning performance, and generates a personal study plan through discovery. This project includes the design of novel algorithms for multilayer graph ....Personalised Online Learning Analytics by Exploring Multilayer Graph Data . Learning analytics is becoming a significant factor in reducing the drop-out rate of students in online learning. The aim of this project is to develop a reliable, robust, real-time analysis system that automatically reveals multilayered relationships, evaluates students' learning performance, and generates a personal study plan through discovery. This project includes the design of novel algorithms for multilayer graph processing, pattern recognition in learning activities, learning performance assessment, and personalised study plan recommendations. The success of this project will significantly enhance the success of online education both in Australia and worldwide and; hence, will save time, money and resources for end users.Read moreRead less
Generalised quantum models of complexity with application to cognitive systems. Non-separable systems surround us. Our transportation, taxation, schooling, environmental and social policies are all interrelated, and it is increasingly recognised that we cannot consider them in isolation. Such systems are generally deemed complex, and it is often impossible to separate them from one another. Despite this, many of our most advanced modelling techniques are grounded in principles of separability a ....Generalised quantum models of complexity with application to cognitive systems. Non-separable systems surround us. Our transportation, taxation, schooling, environmental and social policies are all interrelated, and it is increasingly recognised that we cannot consider them in isolation. Such systems are generally deemed complex, and it is often impossible to separate them from one another. Despite this, many of our most advanced modelling techniques are grounded in principles of separability and non-contextuality. This project will develop a new set of models of non-separable systems and complexity that will in turn lead to new frontier technologies and theories.Read moreRead less
Designing for visual and auditory attention in complex high-tempo worlds. This research addresses the national priority of developing frontier technologies through smart information use. Advanced display technologies are positioned for rapid uptake in many sectors of the economy but are not fully tested. Results of our research will generalise to manufacturing, defence, aviation, and medicine. Given the focus on anaesthesia in this proposal, our research may help to make anaesthesia safer for pa ....Designing for visual and auditory attention in complex high-tempo worlds. This research addresses the national priority of developing frontier technologies through smart information use. Advanced display technologies are positioned for rapid uptake in many sectors of the economy but are not fully tested. Results of our research will generalise to manufacturing, defence, aviation, and medicine. Given the focus on anaesthesia in this proposal, our research may help to make anaesthesia safer for patients and easier for anaesthetists to administer. With this research, an Australian group will enhance its international lead in the area of innovative interfaces for safety critical applications. The proposed research should lead to further inventions that have the potential to benefit Australian industry.Read moreRead less
Sonification for complex, mission-critical work environments. Human operators must often pay attention to an immediate task while monitoring background information, but intrusive alarms often capture operators' attention inappropriately. We investigate how continuous auditory information ("sonification") can provide low-level background information when all is normal, yet capture attention to abnormalities only when needed. The results of three experiments will determine the most effective combi ....Sonification for complex, mission-critical work environments. Human operators must often pay attention to an immediate task while monitoring background information, but intrusive alarms often capture operators' attention inappropriately. We investigate how continuous auditory information ("sonification") can provide low-level background information when all is normal, yet capture attention to abnormalities only when needed. The results of three experiments will determine the most effective combination of visual and auditory information delivery; how well sonification captures attention when needed; and whether sonification captures attention to deviations from expected changes. Our findings will help establish principles of attentional mapping that significantly extend current approaches to interactive systems design.Read moreRead less
Special Research Initiatives - Grant ID: SR0567450
Funder
Australian Research Council
Funding Amount
$109,564.00
Summary
Real-time control and data analysis of remote synchrotron microprobe experiments. A Canadian-Australian collaboration to design and construct sister synchrotron microdiffraction fluorescence probes (mDFP) commenced in 2004. The Canadian mDFP will be available in the first half of 2006, at least two years prior to the sister facility at the Australian Synchrotron. The proposed project will extend this collaboration to develop a system for remote control of mDFP experiments, incorporating real-t ....Real-time control and data analysis of remote synchrotron microprobe experiments. A Canadian-Australian collaboration to design and construct sister synchrotron microdiffraction fluorescence probes (mDFP) commenced in 2004. The Canadian mDFP will be available in the first half of 2006, at least two years prior to the sister facility at the Australian Synchrotron. The proposed project will extend this collaboration to develop a system for remote control of mDFP experiments, incorporating real-time data analysis and 3D visualization. This system will enable Australian scientists to use the Canadian mDFP, and subsequently the Australian Synchrotron mDFP, from their home institutions. The resulting flexibility of scheduling and alleviation of downtime for travel will be particularly beneficial for industry users.Read moreRead less
Mapping argumentation structures to narrative for eCommerce dialogue support. Argumentation theories have proven to be essential for structuring reasoning and the provision of intelligent computer support. However, stilted human - computer interaction limits the effectiveness of argumentation for reasoning support. This research aims to realize a narrative model that, once mapped onto an existing argumentation model will enable users to dialogue with computer systems using story telling metapho ....Mapping argumentation structures to narrative for eCommerce dialogue support. Argumentation theories have proven to be essential for structuring reasoning and the provision of intelligent computer support. However, stilted human - computer interaction limits the effectiveness of argumentation for reasoning support. This research aims to realize a narrative model that, once mapped onto an existing argumentation model will enable users to dialogue with computer systems using story telling metaphors. This will facilitate the adoption of knowledge based support, particularly for e-commerce discourses involving multiple participants. Applied to legal reasoning, this approach has natural application for facilitating just outcomes for residents regardless of geographical location.Read moreRead less
Towards the 'Semantic Web': Standards and Interoperability across Document Management and Publishing Supply Chains. At a critical point in the development of the information economy, this project sets out to address the fundamental challenges of electronic standards and interoperability in the text and graphic media industries. These industries are a source of enormous and growing employment in Australia; their products also touch every person's life in profound ways. This project will develop ....Towards the 'Semantic Web': Standards and Interoperability across Document Management and Publishing Supply Chains. At a critical point in the development of the information economy, this project sets out to address the fundamental challenges of electronic standards and interoperability in the text and graphic media industries. These industries are a source of enormous and growing employment in Australia; their products also touch every person's life in profound ways. This project will develop an extensive industry-focussed knowledge base, and take this knowledge back to industry and the broader community through its proposed publications, conferences and workshops.Read moreRead less
SmartData: developing intelligent database system for communicating information to aviation and professional vehicle operators: towards safer transport industries. Detriments in human functional state is a major problem in the 'round the clock' transportation industries such as heavy-vehicle industry and aviation. The repetitive and monotonous nature of the tasks in these environments lead to fatigue, inattention and stress. This project proposes a unique and innovative SmartData system that w ....SmartData: developing intelligent database system for communicating information to aviation and professional vehicle operators: towards safer transport industries. Detriments in human functional state is a major problem in the 'round the clock' transportation industries such as heavy-vehicle industry and aviation. The repetitive and monotonous nature of the tasks in these environments lead to fatigue, inattention and stress. This project proposes a unique and innovative SmartData system that will interact with operators and their working environment to counteract detriments in human performance. The proposed SmartData system will have the capabilities of alerting and warning of potentially hazardous situations associated with degradations in human performance. This innovative project aims to improve the safety culture of two major transportation sectors.Read moreRead less
Knowledge Discovery in Discretionary Legal Domains. The development of legal decision support systems in discretionary domains will lead to: (1) Consistency; (2) Transparency; (3) Efficiency; and (4) Enhanced support for dispute resolution. The researchers on this project have been using the World Wide Web to disseminate legal knowledge.
With the collaboration of Victoria Legal Aid and JUSTSYS, we propose to use knowledge discovery from databases and argumentation techniques to model how discre ....Knowledge Discovery in Discretionary Legal Domains. The development of legal decision support systems in discretionary domains will lead to: (1) Consistency; (2) Transparency; (3) Efficiency; and (4) Enhanced support for dispute resolution. The researchers on this project have been using the World Wide Web to disseminate legal knowledge.
With the collaboration of Victoria Legal Aid and JUSTSYS, we propose to use knowledge discovery from databases and argumentation techniques to model how discretionary legal decision-makers operate. A significant application of the research will be the construction of a prototype for assisting criminal law defense lawyers to make arguments with regard to their client's sentences.Read moreRead less
Cognitive Modelling of Computer Games Pidgins. This project develops a pidgin language for use in computer games and models the way human users exploit such languages. It has implications also for computer assisted collaborative work and other educational or entertainment interactive environments like computer games. By developing mini-languages for games environments we can dramatically simplify the speech recognition problem and make recognition robust across different speech cultures and ba ....Cognitive Modelling of Computer Games Pidgins. This project develops a pidgin language for use in computer games and models the way human users exploit such languages. It has implications also for computer assisted collaborative work and other educational or entertainment interactive environments like computer games. By developing mini-languages for games environments we can dramatically simplify the speech recognition problem and make recognition robust across different speech cultures and backgrounds. We use protocol analysis and markup techniques for modelling dialogues between human player and reactive agents in computer games.Read moreRead less