The next generation speaker recognition system. The next generation of speaker recognition technologies developed through this project will enable secure person authentication by voice in financial transactions and benefit the community through the elimination of identity fraud. This project will safeguard Australia by identifying criminal suspects using their voice and combat terrorism by using voice to locate and track terrorists.
Biochemical text mining for advancing chemical and pharmaceutical knowledge. The project aims to develop novel natural language processing methods to find, extract and structure complex chemical reaction information in scientific literature. The project addresses a recognised bottleneck to efficiency in the drug discovery process, by enabling biochemical research results to be turned into actionable information. This has the potential to inform and accelerate development of effective drug treatm ....Biochemical text mining for advancing chemical and pharmaceutical knowledge. The project aims to develop novel natural language processing methods to find, extract and structure complex chemical reaction information in scientific literature. The project addresses a recognised bottleneck to efficiency in the drug discovery process, by enabling biochemical research results to be turned into actionable information. This has the potential to inform and accelerate development of effective drug treatments through the linking of relevant biochemical information. By delivering new methods that improve the compilation of knowledge about chemicals and drugs from textual information resources, the project hopes to enable faster drug discovery.Read moreRead less
CyberMate: using digital social media and Internet data to support mental health interventions in young Australians. This project will develop CyberMate, which is a novel automated psychological intervention based on data collected from social networks, personal diaries, natural language processing and machine learning techniques. The Internet-based intervention will be the first of its kind, helping young people affected by depression and other mental health issues.
Dialogue-to-Action:Towards A Self-Evolving Enterprise Intelligent Assistant. The project aims to develop a novel Self-Evolving Enterprise Intelligent Assistant (EIA) by leveraging the Chatbot-based dialogue technique to acquire information, infer user intentions, understand languages, and determine subsequent actions to take through Dialogue-to-Action modelling. This new generation EIA is equipped with Artificial Generalised Intelligence, with a broad skill set able to tackle multiple business t ....Dialogue-to-Action:Towards A Self-Evolving Enterprise Intelligent Assistant. The project aims to develop a novel Self-Evolving Enterprise Intelligent Assistant (EIA) by leveraging the Chatbot-based dialogue technique to acquire information, infer user intentions, understand languages, and determine subsequent actions to take through Dialogue-to-Action modelling. This new generation EIA is equipped with Artificial Generalised Intelligence, with a broad skill set able to tackle multiple business tasks and handle fast-changing scenarios in business. The Self-Evolving EIA is a critical step on the path towards the future generation of EIA. Expected outcomes of this project are to develop adaptive EIA for Small and Medium Enterprise to improve their customer service quality.Read moreRead less
Personalised topic modelling and sentiment analysis for enhanced information discovery over document streams. This project will develop personalised information discovery, navigation and management systems of online content for the creative industries, e.g. to help advertising agencies understand market trends, and enable designers to discover and analyse information relating to new product concepts.
AI for Legal Problem Diagnosis in the Diverse Language of Australians. The number of Australians with unmet legal needs is estimated to be over four million people per year and growing, and free legal assistance is severely under-resourced. A bottleneck for free legal assistance providers is the determination of what (if any) specific legal needs the individual has, to which end this project proposes to develop AI models to semi-automate the process, with particular focus on fairness across user ....AI for Legal Problem Diagnosis in the Diverse Language of Australians. The number of Australians with unmet legal needs is estimated to be over four million people per year and growing, and free legal assistance is severely under-resourced. A bottleneck for free legal assistance providers is the determination of what (if any) specific legal needs the individual has, to which end this project proposes to develop AI models to semi-automate the process, with particular focus on fairness across users of all backgrounds, generalisation from small amounts of curated data, and dynamic interaction with the help-seeker. The project will help deliver legal assistance to some of the most vulnerable members of Australian society, and reinforce Australia's position as a world leader in AI for Law.Read moreRead less
Spoken conversational search: contextual interactive techniques to support effective information search over a speech-only communication channel. This project will develop new techniques for effective information search using speech only, supporting improved information access for visually impaired people or in situations that require focused visual attention (e.g. driving). The techniques are based on a conversational approach to information search and presentation of results.
Talking about place: tapping human knowledge to enrich national spatial data sets. Place descriptions are a common way for people to describe a location, but no current tools are smart enough to understand them. Emergency call centres are risking lives, users of navigation or web services are frustrated and addressing these problems costs billions of dollars per year. This project comes with a novel, interdisciplinary approach to automatically interpret human place descriptions and will develop ....Talking about place: tapping human knowledge to enrich national spatial data sets. Place descriptions are a common way for people to describe a location, but no current tools are smart enough to understand them. Emergency call centres are risking lives, users of navigation or web services are frustrated and addressing these problems costs billions of dollars per year. This project comes with a novel, interdisciplinary approach to automatically interpret human place descriptions and will develop novel methods to capture placenames with their meaning for smarter databases and automatic interpretation procedures. This acquired knowledge will be an important step forward for Australia's data custodians and users. Australia's location information industry will gain a significant advantage on a highly competitive global market.Read moreRead less
Speaking Greek in diaspora: language contact, survival, and maintenance. Australia is a highly multilingual and multicultural country, speaking several hundred different indigenous and immigrant languages across the nation. Greek is the second largest language spoken in Australia (the second largest country of Greek diaspora in the world). A systematic investigation of the Greek language spoken in Australia by various generations, and its comparison with Greek as spoken in critical locations in ....Speaking Greek in diaspora: language contact, survival, and maintenance. Australia is a highly multilingual and multicultural country, speaking several hundred different indigenous and immigrant languages across the nation. Greek is the second largest language spoken in Australia (the second largest country of Greek diaspora in the world). A systematic investigation of the Greek language spoken in Australia by various generations, and its comparison with Greek as spoken in critical locations in South America, will enhance cross-cultural understanding and communication within Australia and world-wide. The project will fortify the scientific and economic links with the European community already established by the National Centre for Hellenic Studies and Research, in terms of social and economic benefit.Read moreRead less
Improving engagement in learning and transition to mainstream schooling for newly-arrived Sudanese youth in the middle years of schooling. The 'new wave' of Sudanese refugees (48.3% of 2003 intake) with disrupted educational and social/emotional backgrounds is currently challenging Australian schools' expertise and resources. Using frameworks that draw on cultural theory, identity and language, the study will explore the social capital needs (skills and capacities, and resource needs) of Sudanes ....Improving engagement in learning and transition to mainstream schooling for newly-arrived Sudanese youth in the middle years of schooling. The 'new wave' of Sudanese refugees (48.3% of 2003 intake) with disrupted educational and social/emotional backgrounds is currently challenging Australian schools' expertise and resources. Using frameworks that draw on cultural theory, identity and language, the study will explore the social capital needs (skills and capacities, and resource needs) of Sudanese middle-schooling students enabling successful, productive and engaged transition from their on-arrival program into mainstream secondary schooling. The resulting model and web-based materials will provide a framework for educating other groups likely to follow from Africa/elsewhere, and meet the National Priority Goal: strengthening Australia's social fabric.Read moreRead less