Data Mining by Clustering in Very Large Relational Databases. Many commercial and governmental entities possess very large relational data that cannot be feasibly analyzed by today's computers, e.g., gene expression data, product usage databases and telecommunication call records. The clustering tools developed in this project will have a significant benefit on many business processes that involve clustering this type of data, such as fraud detection and market segmentation.
Computational Methods for the Social Accounting of Teamwork. The cornerstone of the knowledge industries underlying the Australian economy is not just mechanical efficiency but also teamwork productivity. The increasing trend toward placing Australian employees nearer to their customers means that Australian companies face an even greater challenge in managing effective teamwork. This research examines the pragmatics and theoretical issues of developing computer-based systems that enable real-ti ....Computational Methods for the Social Accounting of Teamwork. The cornerstone of the knowledge industries underlying the Australian economy is not just mechanical efficiency but also teamwork productivity. The increasing trend toward placing Australian employees nearer to their customers means that Australian companies face an even greater challenge in managing effective teamwork. This research examines the pragmatics and theoretical issues of developing computer-based systems that enable real-time assessments of teamwork productivity. Automated assessments of how well relationships are progressing in teams will enable them to realise the same levels of productivity gains that automated workflow management has facilitated.Read moreRead less
Uncertain Information Processing for Situation Awareness and Dynamic Decision-Making in Emergency Management. The Australian national counter-terrorism committee indicates that Australia should have a strong intelligence-led prevention and preparedness to support Australia on risk management, emergency services and maintaining capabilities to manage various types of terrorist attacks. The proposed situation awareness support technique can be used to develop situation analysis software systems or ....Uncertain Information Processing for Situation Awareness and Dynamic Decision-Making in Emergency Management. The Australian national counter-terrorism committee indicates that Australia should have a strong intelligence-led prevention and preparedness to support Australia on risk management, emergency services and maintaining capabilities to manage various types of terrorist attacks. The proposed situation awareness support technique can be used to develop situation analysis software systems or directly support Australia government agencies and industries to correctly assess a situation, increase awareness for crisis problems, and therefore improve emergency management and decision-making effectiveness, in particular, for avoiding disaster problems in the first place and preparing plans for those that undoubtedly will occur. Read moreRead less
Emergence of robust, stable structures via computation within natural networks. An ever-increasing challenge for modern society is the sheer complexity of vast infrastructures. Unexpected, and sometimes catastrophic, behaviour often emerges from interactions between elements of large systems. As a result, highly complex systems such as the Internet, international finance markets, and power grids are highly susceptible to costly problems such as cascading failures, inefficiency, and critical sens ....Emergence of robust, stable structures via computation within natural networks. An ever-increasing challenge for modern society is the sheer complexity of vast infrastructures. Unexpected, and sometimes catastrophic, behaviour often emerges from interactions between elements of large systems. As a result, highly complex systems such as the Internet, international finance markets, and power grids are highly susceptible to costly problems such as cascading failures, inefficiency, and critical sensitivity. High-tech industries, such as biotechnology and information networking, also face problems in coordinating swarms of interacting agents. This project will contribute to solving such problems by identifying and adapting solutions from nature.Read moreRead less
Dual phase evolution in networks. A grand challenge for modern society is the sheer complexity of vast networks arising from organizations and infrastructures. Unexpected, sometimes catastrophic, behaviour often emerges from interactions within such systems. As a result, the Internet, financial markets, power grids and other vital infrastructures are susceptible to costly problems such as cascading failures, inefficiency, and unpredictability. High-tech industries, such as biotechnology and info ....Dual phase evolution in networks. A grand challenge for modern society is the sheer complexity of vast networks arising from organizations and infrastructures. Unexpected, sometimes catastrophic, behaviour often emerges from interactions within such systems. As a result, the Internet, financial markets, power grids and other vital infrastructures are susceptible to costly problems such as cascading failures, inefficiency, and unpredictability. High-tech industries, such as biotechnology and information networking, face problems in coordinating networks of interacting agents. This project will expand the horizon of complex systems by deriving the design principles underpinning stable and resilient network structures and validate these principles on real world networks.Read moreRead less
A Comprehensive Platform for Dynamic Decision Support in Warning Systems through Better Management of Uncertain Information. Public and individual warning systems are installed widely in Australia for emergency situations such as fire, terrorist attack, tsunami, and financial risk. The developed platform with its uncertain information management and dynamic decision support software will directly assist Australian government agencies, industries, and professional officers responsible for public ....A Comprehensive Platform for Dynamic Decision Support in Warning Systems through Better Management of Uncertain Information. Public and individual warning systems are installed widely in Australia for emergency situations such as fire, terrorist attack, tsunami, and financial risk. The developed platform with its uncertain information management and dynamic decision support software will directly assist Australian government agencies, industries, and professional officers responsible for public warning systems by improving the reliability of generated warnings, effective design of any new warning system, and accurate decision making in responding threats. It will also greatly contribute to the processing of uncertain information in other organizational information systems, and enhance training exercise facilities in complex emergency environments.Read moreRead less
Distributed Data Processing for Wireless Sensor Networks. This project falls within the national research priorities of Frontier Technologies for building and transforming Australian Industries, and will provide Australian companies with state-of-the-art technology in wireless sensor networks (WSN). Australia's priorities are mainly in sustainable environment, health maintenance, and home-land security. Any application in these priority areas that uses our system will have less maintenance costs ....Distributed Data Processing for Wireless Sensor Networks. This project falls within the national research priorities of Frontier Technologies for building and transforming Australian Industries, and will provide Australian companies with state-of-the-art technology in wireless sensor networks (WSN). Australia's priorities are mainly in sustainable environment, health maintenance, and home-land security. Any application in these priority areas that uses our system will have less maintenance costs and a significantly longer lifetime.
This project will generate numerous articles in first-class journals and conferences and will contribute to the strength of Australian Research in sensor technologies and ICT. Read moreRead less
Conceptual Knowledge Processing. The aim of this collaboration between Computer Science and Mathematics disciplines is to develop a theoretical, methodological and practical understanding of how to support a range of tasks concerning conceptual knowledge processing. The view of the project is that knowledge processing takes place primarily in the human mind and that human communication can only be effectively supported by appropriate design means and devices. Developing prototype software that d ....Conceptual Knowledge Processing. The aim of this collaboration between Computer Science and Mathematics disciplines is to develop a theoretical, methodological and practical understanding of how to support a range of tasks concerning conceptual knowledge processing. The view of the project is that knowledge processing takes place primarily in the human mind and that human communication can only be effectively supported by appropriate design means and devices. Developing prototype software that demonstrates these devices in practical domains continues to be a key feature of the collaboration that benefits from existing DFG (Deutsche Forschungsgemeinschaft) support and has been on going since 1999.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
Legacy2Service: A Novel, Model-Driven Technique for Re-engineering On-Demand, Software Services out of Legacy Applications. The proliferation of software-as-a-service applications from "dotcom" players is raising expectations that other industries will make their critical desktop and mainframe software available as web-enabled software-as-a-service and mobile "apps". However, manually re-engineering legacy software is notoriously costly and frequently unsuccessful. This project will make it easi ....Legacy2Service: A Novel, Model-Driven Technique for Re-engineering On-Demand, Software Services out of Legacy Applications. The proliferation of software-as-a-service applications from "dotcom" players is raising expectations that other industries will make their critical desktop and mainframe software available as web-enabled software-as-a-service and mobile "apps". However, manually re-engineering legacy software is notoriously costly and frequently unsuccessful. This project will make it easier and quicker to turn stand-alone programs into online services by automating much of the process. Specifically, it will develop tools: for analysing program code to identify points to implement service interfaces; for displaying existing and new code dependencies visually; and, to help design and implement new software layers that link legacy services to the web.Read moreRead less