Managing and Mining Evolving Ontologies through combining Patterns Languages and Data Mining. Data mining offers insight into the substantial and growing repositories of medical data while pattern languages offer the ability to provide a high level conceptual designs of an artifact or process. This project thus promises to facilitate, on the one hand, the discovery of medical knowledge from large quantities of clinical or epidemiological data, while also providing a better way of constructing a ....Managing and Mining Evolving Ontologies through combining Patterns Languages and Data Mining. Data mining offers insight into the substantial and growing repositories of medical data while pattern languages offer the ability to provide a high level conceptual designs of an artifact or process. This project thus promises to facilitate, on the one hand, the discovery of medical knowledge from large quantities of clinical or epidemiological data, while also providing a better way of constructing and validating medically oriented design patterns which can then be used in medical data collection systems.Read moreRead less
The Quantum Mechanics of Semantic Space. Quantum mechanics (QM) is a well known and successful theory from physics which has recently attracted quite some public interest. Quantum Mechanics is emerging out of physics and permeating into other areas, for example, information retrieval, human language and cognition. This offers tantalizing possibilities and bizarre implications, some of which, if realized, can lead to genuine breakthroughs in producing information technology to enhance human aware ....The Quantum Mechanics of Semantic Space. Quantum mechanics (QM) is a well known and successful theory from physics which has recently attracted quite some public interest. Quantum Mechanics is emerging out of physics and permeating into other areas, for example, information retrieval, human language and cognition. This offers tantalizing possibilities and bizarre implications, some of which, if realized, can lead to genuine breakthroughs in producing information technology to enhance human awareness in increasingly complex information environments. Through this project, Australia has the possibility to be at the forefront and have a hand in determining such developments.Read moreRead less
A scheme of local compilation of mobile collectors for image and video search engines. The object collector is an important component in a Web search engine. A collector collects Web objects (text, image, video, etc), extracts their features and builds an index file for the search engine. Sending each object to the collector is always the worst option with respect to resource usage because it is the feature, not the entire object, which will be used in indexing and retrieval. An alternative is t ....A scheme of local compilation of mobile collectors for image and video search engines. The object collector is an important component in a Web search engine. A collector collects Web objects (text, image, video, etc), extracts their features and builds an index file for the search engine. Sending each object to the collector is always the worst option with respect to resource usage because it is the feature, not the entire object, which will be used in indexing and retrieval. An alternative is to send a collector to the source site, which has an advantage of distributing computational load and performing summarization and compression. This project proposes a locally compiled mobile collector for image and video search engines.Read moreRead less
TRIIBE TRacking Indoor Information BEhaviour. This project will research the passive tracking of user's mobile devices in indoor spaces correlating their spatial behaviour with their information needs to deliver personalised information. The project will create a system that enables owners of large buildings (for example, shopping malls, airports, universities) to better manage their spaces and services.
User-Adaptive Search and Evaluation for Complex Information-Seeking Tasks. This project plans to develop a new evaluation framework to understand and characterise web users and their situation within complex, multi-faceted search tasks, exemplified through job-search. While evaluation of web search engine effectiveness is relatively well understood, measuring information retrieval performance in the context of complex tasks with heterogeneous users is a largely neglected problem. This project pl ....User-Adaptive Search and Evaluation for Complex Information-Seeking Tasks. This project plans to develop a new evaluation framework to understand and characterise web users and their situation within complex, multi-faceted search tasks, exemplified through job-search. While evaluation of web search engine effectiveness is relatively well understood, measuring information retrieval performance in the context of complex tasks with heterogeneous users is a largely neglected problem. This project plans to mine user-specific characteristics and situations from complex profiles and interaction logs for online information services run by the industry partner, SEEK. The new techniques are intended to redefine understanding of task-oriented search, and have the potential to reinvent the user experience for complex search tasks. This project will transform how practical search systems are measured within complex task scenarios. This will result in substantial economic impact by enabling businesses providing task-based search services to provide more customized offerings. Within the target domain (job search), this greatly enhances a service highly relevant to Australia's productivity.Read moreRead less
Methodologies for Designing and Evaluating Information Retrieval Experiments. Australian researchers have been highly successful in the area of information searching for more than two decades. This project will reinforce that position. By developing better measures of how retrieval systems such as web search engines perform, we will be able to advise the providers of such services on how to structure software so as to maximize the utility gained by their customers. Targeted access to the right ....Methodologies for Designing and Evaluating Information Retrieval Experiments. Australian researchers have been highly successful in the area of information searching for more than two decades. This project will reinforce that position. By developing better measures of how retrieval systems such as web search engines perform, we will be able to advise the providers of such services on how to structure software so as to maximize the utility gained by their customers. Targeted access to the right information is a goal of all organizations, regardless of their type, and improved methodologies for conducting information retrieval experiments will have widespread and tangible benefits. The techniques developed will also be applicable in fields such as document categorization, text summarization, and machine learning.Read moreRead less
Static and Dynamic Query Pruning Techniques for Complex Text Retrieval Systems. Targeted access to the right information is a goal of all organizations, regardless of their type, and improved methodologies for implementing information retrieval systems have widespread and tangible benefits. Australian researchers have been highly successful in this area of information searching for more than two decades, and this project will reinforce that position. By developing techniques for providing fast ....Static and Dynamic Query Pruning Techniques for Complex Text Retrieval Systems. Targeted access to the right information is a goal of all organizations, regardless of their type, and improved methodologies for implementing information retrieval systems have widespread and tangible benefits. Australian researchers have been highly successful in this area of information searching for more than two decades, and this project will reinforce that position. By developing techniques for providing faster search, even in the presence of complex query variants and distributed implementations, we will be able to advise the suppliers of such services on how to provide a maximally useful product.
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Discovery Early Career Researcher Award - Grant ID: DE170100572
Funder
Australian Research Council
Funding Amount
$360,000.00
Summary
Collaborative information seeking and its application in tourism. The project aims to better understand group behaviour of information seeking. Collaboration is an essential aspect of modern life; collaborative work, including tourism, encompasses obtaining and using information. However, most information behaviour models focus on the individual seeker of information, rather than on improving collaboration and team performance. The project builds models and develops guidelines for understanding ....Collaborative information seeking and its application in tourism. The project aims to better understand group behaviour of information seeking. Collaboration is an essential aspect of modern life; collaborative work, including tourism, encompasses obtaining and using information. However, most information behaviour models focus on the individual seeker of information, rather than on improving collaboration and team performance. The project builds models and develops guidelines for understanding and supporting collaborative information seeking behaviour in the context of tourism. Making it easier for tourists to find information is expected to benefit the Australian tourism industry.Read moreRead less
AI-driven Effective Query Formulation for Better Systematic Reviews. This project aims to develop novel AI-based search engine methods to make the creation of systematic reviews cheaper, faster and unbiased. Systematic reviews are the cornerstone for evidence-based decisions in clinical practice and government policy making. Given the pace new research is published at, it is unsustainable to manually conduct systematic reviews in the traditional manner, taking on average 2 years and $350K and be ....AI-driven Effective Query Formulation for Better Systematic Reviews. This project aims to develop novel AI-based search engine methods to make the creation of systematic reviews cheaper, faster and unbiased. Systematic reviews are the cornerstone for evidence-based decisions in clinical practice and government policy making. Given the pace new research is published at, it is unsustainable to manually conduct systematic reviews in the traditional manner, taking on average 2 years and $350K and becoming already outdated when published. The outcomes of this project will lead to systematic reviews of higher quality, while reducing their financial and temporal costs, providing significant benefits to organisations performing reviews and their funders, and to people impacted by decisions made from the reviews.Read moreRead less
Accurate Context-Aware Search for Managed Document Collections. Search is a key component of a vast range of computing applications. However, while search on large collections of general-purpose text is well-understood, and the best systems are highly effective, search on smaller or special-purpose collections is much less reliable and has attracted relatively little research. By identifying general ways of using context such as user history or prior page usefulness, the quality of search in s ....Accurate Context-Aware Search for Managed Document Collections. Search is a key component of a vast range of computing applications. However, while search on large collections of general-purpose text is well-understood, and the best systems are highly effective, search on smaller or special-purpose collections is much less reliable and has attracted relatively little research. By identifying general ways of using context such as user history or prior page usefulness, the quality of search in such cases can be greatly improved. Products that make use of these principles will provide greater workplace efficiency and be able to locate information that other search tools cannot identify.Read moreRead less