Continuous process improvement through workstation feedback for General Practice medicine using experts-in-the-loop data mining. This project investigates the iterative use of data mining results to allow experts to construct feedback to influence subsequent production work. We explore the problem in the context of General Practice medicine by having General Practitioners (GPs) review emerging patterns from their own practice's electronic medical records and author feedback to discourage undesi ....Continuous process improvement through workstation feedback for General Practice medicine using experts-in-the-loop data mining. This project investigates the iterative use of data mining results to allow experts to construct feedback to influence subsequent production work. We explore the problem in the context of General Practice medicine by having General Practitioners (GPs) review emerging patterns from their own practice's electronic medical records and author feedback to discourage undesirable patterns. The work will have immediate applicability to medical practice and will drive innovation in data mining method, notably for efficient identification of temporal and complex niche patterns. More broadly, the work will extend the way data mining is used to create new expectations of workstation behaviour.Read moreRead less
Interacting with visualisations of extremely large graph structures on large displays. The latest technological progressions have delivered very large data sets that can be modelled as graphs or networks. Examples include: social networks, biological data, and software structures. This project will develop techniques to allow users to visualise the graphs in the entirety and directly interact with data.
Through Walls Collaboration to Support Command and Control Operations with Eyes and Ears in the Field. Australia is a geographically dispersed country with locations of high concentrations of technology resources. Australia requires the ability to gather real time intelligence information in the field to support planning and operational decisions by a command team for military and civil defence operations. Currently Australia supports such operations in remote areas of the country and numerous o ....Through Walls Collaboration to Support Command and Control Operations with Eyes and Ears in the Field. Australia is a geographically dispersed country with locations of high concentrations of technology resources. Australia requires the ability to gather real time intelligence information in the field to support planning and operational decisions by a command team for military and civil defence operations. Currently Australia supports such operations in remote areas of the country and numerous overseas operations. A major research outcome is the design and development of interaction techniques for the mobile users in through walls collaboration systems to control and manipulate augmented reality information in the field across a number of application domains, such as medical, maintenance, military, search and rescue, and GIS visualization.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE220100265
Funder
Australian Research Council
Funding Amount
$417,000.00
Summary
A closed-loop human–agent learning framework to enhance decision making. This project aims to design a foundational human–agent learning framework to augment the decision making process, using reinforcement and closed-loop mechanisms to enable symbiosis between a human and an artificial-intelligence agent. It envisages significant new technologies to promote controllability and efficient and safe exploration of an environment for decision actions – drastically boosting learning effectiveness and ....A closed-loop human–agent learning framework to enhance decision making. This project aims to design a foundational human–agent learning framework to augment the decision making process, using reinforcement and closed-loop mechanisms to enable symbiosis between a human and an artificial-intelligence agent. It envisages significant new technologies to promote controllability and efficient and safe exploration of an environment for decision actions – drastically boosting learning effectiveness and interpretability in decision making. Expected outcomes will benefit national cybersecurity by improving our understanding of vulnerabilities and threats involving decision actions, and by ensuring that human feedback and evaluations can help prevent catastrophic events in explorations of dynamic and complex environments.Read moreRead less
Overcoming Resistance to the Introduction of a Health Informatics System in General Practice Medicine. This project takes as its starting point the investigation of why medical practitioners in a rural community have been resistant to adopt a community based health information system designed to routinely collect, analyse and disseminate information regarding patient treatment. The project seeks to identify the deeper reasons for the resistance through analysis of the broader context of informat ....Overcoming Resistance to the Introduction of a Health Informatics System in General Practice Medicine. This project takes as its starting point the investigation of why medical practitioners in a rural community have been resistant to adopt a community based health information system designed to routinely collect, analyse and disseminate information regarding patient treatment. The project seeks to identify the deeper reasons for the resistance through analysis of the broader context of information systems in General Practice Medicine, with particular attention to the way Government health informatics initiatives fit with professional and practical priorities. The project will develop guidelines for acceptability of systems in this context and contribute to the broader knowledge management literature.Read moreRead less
Addressing Indigenous complex health, housing and social inclusion issues through critical systems approaches to build workforce capacity. The multidisciplinary research comprises the researchers, Department of Human Services and Neporendi Aboriginal Forum Inc who address complex Indigenous social problems in partnership. The participatory design provides effective solutions, both in treatment and community settings through the development of a computer-modeling technique that articulates and in ....Addressing Indigenous complex health, housing and social inclusion issues through critical systems approaches to build workforce capacity. The multidisciplinary research comprises the researchers, Department of Human Services and Neporendi Aboriginal Forum Inc who address complex Indigenous social problems in partnership. The participatory design provides effective solutions, both in treatment and community settings through the development of a computer-modeling technique that articulates and informs partnership arrangements. The research offers a practical approach to address the communication and policy issues relating to Indigenous family violence, social inclusion, homelessness and drug misuse. It develops and pilots an integrated systems management tool that builds the capacity of the human services workforce to manage referrals across services to maximize user outcomes.Read moreRead less
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE100100211
Funder
Australian Research Council
Funding Amount
$650,000.00
Summary
The Big Australian Speech Corpus: An audio-visual speech corpus of Australian English. Contemporary speech science and technology are driven by the availability of large speech corpora. While audio databases exist for languages spoken in America, Europe and Japan, there is currently no large auditory-visual database of spoken language, and certainly not one for Australian English. Here we will establish the Big Australian Speech Corpus, which will support a speech science research and developmen ....The Big Australian Speech Corpus: An audio-visual speech corpus of Australian English. Contemporary speech science and technology are driven by the availability of large speech corpora. While audio databases exist for languages spoken in America, Europe and Japan, there is currently no large auditory-visual database of spoken language, and certainly not one for Australian English. Here we will establish the Big Australian Speech Corpus, which will support a speech science research and development using Australian English and facilitate the development of Australian speech technology applications from automatic speech recognition and text-to-speech synthesis used in taxi and other ordering services, to hearing prostheses and talking head aids for learning-impaired children, and a range of security and forensic applications.Read moreRead less
Remote presence for guidance on physical tasks. This project aims to transform remote collaboration on physical tasks. Current systems for remote collaboration on physical tasks are not as effective as working face-to-face. This could be overcome by sharing non-verbal cues, designing systems to account for cultural issues, and using a new model of communication. This project will develop theories and interaction methods for remote guidance based on natural non-verbal communication cues and cultu ....Remote presence for guidance on physical tasks. This project aims to transform remote collaboration on physical tasks. Current systems for remote collaboration on physical tasks are not as effective as working face-to-face. This could be overcome by sharing non-verbal cues, designing systems to account for cultural issues, and using a new model of communication. This project will develop theories and interaction methods for remote guidance based on natural non-verbal communication cues and cultural issues. This project is expected to benefit industries with widely distributed multi-cultural workforces such as mining, defence and medicine.Read moreRead less
Immersive analytics: interactive data analysis using surfaces and spaces. This project aims to explore the potential for new immersive display and interaction technologies to greatly enhance the field of visual data analytics. Humans struggle to understand the masses of complex data they now accumulate. Visual data analytics offers a solution. The project expects to provide practical and theoretical frameworks for immersive data analysis and valuable intellectual property on the first practical ....Immersive analytics: interactive data analysis using surfaces and spaces. This project aims to explore the potential for new immersive display and interaction technologies to greatly enhance the field of visual data analytics. Humans struggle to understand the masses of complex data they now accumulate. Visual data analytics offers a solution. The project expects to provide practical and theoretical frameworks for immersive data analysis and valuable intellectual property on the first practical tools for immersive data analytics. This will provide significant benefits, such as allowing those across government and industry to make more informed decisions from data.Read moreRead less