Automatic Ontology Learning and Data Reasoning in Web Mining. This research has an impact on both research and practical applications. In research, it provides opportunities for research students to carry out research using both data mining and data reasoning to solving Web based application problems. In practical, it can help IT industry to design the new generation of Web mining systems in order to provide invaluable service to users. This research also develops new techniques for data automa ....Automatic Ontology Learning and Data Reasoning in Web Mining. This research has an impact on both research and practical applications. In research, it provides opportunities for research students to carry out research using both data mining and data reasoning to solving Web based application problems. In practical, it can help IT industry to design the new generation of Web mining systems in order to provide invaluable service to users. This research also develops new techniques for data automatic processing within areas of smart information use in Australia. In particular it further develops data mining techniques by introducing data reasoning models for using discovered knowledge. It must be useful to improve the efficiency of the existing data mining systems. Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE120100508
Funder
Australian Research Council
Funding Amount
$375,000.00
Summary
A framework for building dynamic knowledge bases in the biomedical domain. This project will provide clinicians and researchers with a semantics and time-aware technique, which will help them work together to build and maintain the knowledge required to support a better management and understanding of the mechanisms (for example, gene mutations) that affect diseases in any biomedical domain.
Integrated Financial Fraud Detection in Enterprise Applications. Fraud costs the Australian economy at least $3 billion per year. The incidence of fraud within the Australian economy is increasing. Australian entities are ill-prepared to detect and prevent fraud against their businesses with very few developing or implementing any form of fraud control strategy (AS 8001-2003). The growing use of the Internet by organisations for electronic commerce increases their exposure to fraudulent activiti ....Integrated Financial Fraud Detection in Enterprise Applications. Fraud costs the Australian economy at least $3 billion per year. The incidence of fraud within the Australian economy is increasing. Australian entities are ill-prepared to detect and prevent fraud against their businesses with very few developing or implementing any form of fraud control strategy (AS 8001-2003). The growing use of the Internet by organisations for electronic commerce increases their exposure to fraudulent activities. Inevitably much of the cost of fraud is passed on to the customers and the community at large. By providing large organisations with an approach to assist in detecting fraudulent behaviour in accounting systems, it is envisaged that this research will assist in reducing the impact of fraud on society.Read moreRead less
Formally-Based Security Evaluation Procedures. Guaranteeing information security is of critical national importance, especially in the current political climate. Devices intended to safeguard Australia's electronic communications must be proven secure using leading-edge techniques. Currently, evaluation of such devices relies on informal procedures and the experience of individuals. This project will introduce more rigour into security evaluations by adapting techniques from the fields of saf ....Formally-Based Security Evaluation Procedures. Guaranteeing information security is of critical national importance, especially in the current political climate. Devices intended to safeguard Australia's electronic communications must be proven secure using leading-edge techniques. Currently, evaluation of such devices relies on informal procedures and the experience of individuals. This project will introduce more rigour into security evaluations by adapting techniques from the fields of safety analysis and formal methods. In particular, mathematical concepts will be introduced using notations suitable for use by security personnel with no prior formal methods experience. The outcomes of this project will enable more efficient and effective information security evaluations.Read moreRead less
Next-Generation Reference Process Models. Business process modelling is a key tool for organisations striving to create efficiencies by leveraging their IT infrastructure. This project will develop techniques for increasing the productivity of business process analysts by allowing them to reuse as much as possible existing models rather than systematically desigining new ones from scratch. Specifically, the project will develop and validate a language for designing highly configurable process mo ....Next-Generation Reference Process Models. Business process modelling is a key tool for organisations striving to create efficiencies by leveraging their IT infrastructure. This project will develop techniques for increasing the productivity of business process analysts by allowing them to reuse as much as possible existing models rather than systematically desigining new ones from scratch. Specifically, the project will develop and validate a language for designing highly configurable process models. This language will enable superior approaches to business process modelling and hence smarter use of information. This will place Australia at the forefront of developments in business process management: a crucial technology in today's global, dynamic and heterogeneous environments.Read moreRead less
Harmonized Messaging - A New Foundation for Automated Process Communication. Process communication, especially in web environments is characterized by complex interactions between heterogeneous and autonomous systems within the enterprise and often between trading partners. An overwhelming number of initiatives and proposals are underway to provide solutions for process specification and communication. However, the focus is often on defining APIs rather than the semantics of the underlying messa ....Harmonized Messaging - A New Foundation for Automated Process Communication. Process communication, especially in web environments is characterized by complex interactions between heterogeneous and autonomous systems within the enterprise and often between trading partners. An overwhelming number of initiatives and proposals are underway to provide solutions for process specification and communication. However, the focus is often on defining APIs rather than the semantics of the underlying message exchange. We see a great potential in changing the current messaging infrastructure to suit its new role in facilitating complex, long running interactions for collaborative processes operating in a decentralized environment. This envisaged next generation of messaging technology will extend its ability to support dynamic business processes in a web-centric environment. Providing a level of harmonisation to multiple messages to form a single custom definable backbone of a newly formed message stream, creates a highly challenging new research direction. There is a strong potential that the project outcomes will present a new way of overcoming well understood difficulties in dealing with multiple communicating processes owned by different partners and executing on disparate systems.Read moreRead less
A New Formal Framework for Service Oriented Process Communication. Cross organizational communication in current business environments is highly dynamic, process driven and web centric. The web services paradigm is emerging as a powerful new technology solution to facilitate complex interactions between heterogeneous and autonomous systems within the enterprise and often between trading partners. Although the industry is inundated with initiatives on web services, most are heavily focussed on th ....A New Formal Framework for Service Oriented Process Communication. Cross organizational communication in current business environments is highly dynamic, process driven and web centric. The web services paradigm is emerging as a powerful new technology solution to facilitate complex interactions between heterogeneous and autonomous systems within the enterprise and often between trading partners. Although the industry is inundated with initiatives on web services, most are heavily focussed on the underlying specification platforms and technology components. We see a great need and potential for developing a formal framework for service oriented process communication. The design of such a formal framework is the focus of this project. Project outcomes not only hold great potential to contribute to fundamental research questions in process specification, validation and ontological evaluation, but will also deliver significant impact on related technologies of messaging middleware, integration platforms and workflow management systems.Read moreRead less
Building crowd sourced data curation processes. This project aims to tackle the growing problem of data curation. The capacity to effectively utilise the increasing number of datasets available to organisations for timely decision making is diminishing, due to onerous data preparation and curation tasks that have to be performed before the data can be consumed by analytics platforms. The project will be a first attempt at using a novel process-oriented approach in micro-task crowdsourcing, and w ....Building crowd sourced data curation processes. This project aims to tackle the growing problem of data curation. The capacity to effectively utilise the increasing number of datasets available to organisations for timely decision making is diminishing, due to onerous data preparation and curation tasks that have to be performed before the data can be consumed by analytics platforms. The project will be a first attempt at using a novel process-oriented approach in micro-task crowdsourcing, and will create new knowledge to harness the full potential of crowd sourced data curation. This is expected to make a significant benefit towards enhanced organisational capacity to accelerate the time-to-value from data analytics projects.Read moreRead less