Learning from others: Inductive reasoning based on human-generated data. Most of the data we see every day, from politics to gossip, comes from other people. Making inferences about such data is difficult because the people who provided it may have biases or limitations in their knowledge that we do not know about and must figure out. This project uses a series of experiments tied to normative computational models of social reasoning to explore how people solve this problem. This work has the po ....Learning from others: Inductive reasoning based on human-generated data. Most of the data we see every day, from politics to gossip, comes from other people. Making inferences about such data is difficult because the people who provided it may have biases or limitations in their knowledge that we do not know about and must figure out. This project uses a series of experiments tied to normative computational models of social reasoning to explore how people solve this problem. This work has the potential to make a major impact in understanding how information is understood and shared, especially when it is about topics that people lack firsthand knowledge about, like climate change. The computational models also have applications to the development of expert systems upon which our information economy relies.Read moreRead less
Using language to predict cognitive outcomes in old age. This project aims to understand the relationship between linguistic complexity metrics and cognitive decline in old age. The project will test the hypothesis that high linguistic complexity scores reflect the ability to strategically optimise processing in the face of age-related reductions in processing capacity. By studying the relation between complexity scores and real-time information processing (measured via electroencephalography) a ....Using language to predict cognitive outcomes in old age. This project aims to understand the relationship between linguistic complexity metrics and cognitive decline in old age. The project will test the hypothesis that high linguistic complexity scores reflect the ability to strategically optimise processing in the face of age-related reductions in processing capacity. By studying the relation between complexity scores and real-time information processing (measured via electroencephalography) across the adult lifespan (20–80 years), this project will develop a simple and accurate marker of the individual balance between processing capacity and strategy. This project has the potential to increase quality of life for the elderly and reduce costs of age-related cognitive impairment.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
Learning how people read: Models, brains, big data and maths. Aims: This project aims to understand how people read. We will use novel mathematical methods, experimentation, brain imaging and computational modelling to adjudicate between model predictions.
Significance: This project expects to develop methods to understand and test important aspects of reading.
Expected outcomes: Expected outcomes are the development of novel methods for understanding complex models and the collection of data t ....Learning how people read: Models, brains, big data and maths. Aims: This project aims to understand how people read. We will use novel mathematical methods, experimentation, brain imaging and computational modelling to adjudicate between model predictions.
Significance: This project expects to develop methods to understand and test important aspects of reading.
Expected outcomes: Expected outcomes are the development of novel methods for understanding complex models and the collection of data that can extend and falsify current models of reading.
Benefits: These developments will significantly increase our understanding of how people read and what causes dyslexia. This work will also provide new ways to evaluate complex computational psychological models.Read moreRead less
How are beliefs altered by data? Robust Bayesian models for human inductive learning. This project applies state of the art mathematical models to study how people think and reason, and how we can make good guesses about the future. The goal is to understand how the human mind can operate so effectively in real environments, when even the most powerful computers struggle to handle the complexities of everyday learning problems.
Learning and choosing in a complex world. How do people make choices in a complex world? Making good choices requires expertise, but people must often forego rewards in order to acquire this knowledge. This is the essence of an "explore-exploit dilemma": to maximise rewards across a long time frame, people must take the time to explore and learn now. Empirically, this project aims to unify much of the existing psychological literature and extend it to cover richer, more complex problems. Theoret ....Learning and choosing in a complex world. How do people make choices in a complex world? Making good choices requires expertise, but people must often forego rewards in order to acquire this knowledge. This is the essence of an "explore-exploit dilemma": to maximise rewards across a long time frame, people must take the time to explore and learn now. Empirically, this project aims to unify much of the existing psychological literature and extend it to cover richer, more complex problems. Theoretically, the project aims to use tools from machine learning to compare human decision making to optimal planning models.Read moreRead less
How free is free?: word order in Australian Indigenous languages. This project aims to address the fundamental issue of how the grammatical structure of the language we speak shapes the way we plan and interpret sentences. The project will use innovative methodologies to investigate language production and comprehension in three Australian Indigenous languages that have unusually free word order, where the words in a sentence can be varied in multiple ways without changing the overall meaning. E ....How free is free?: word order in Australian Indigenous languages. This project aims to address the fundamental issue of how the grammatical structure of the language we speak shapes the way we plan and interpret sentences. The project will use innovative methodologies to investigate language production and comprehension in three Australian Indigenous languages that have unusually free word order, where the words in a sentence can be varied in multiple ways without changing the overall meaning. Expected outcomes include new knowledge of the relationship between language structure and human cognition, a deeper understanding of the grammatical structure of three Indigenous languages and how they differ from other languages, and important contributions to Indigenous language maintenance and education.Read moreRead less
Digital China: From cultural presence to innovative nation. This project aims to investigate how digital platforms and technologies help Chinese culture and ideas reach the world. While China's global cultural presence has increased, it is not seen as an innovative nation. The project examines how the Chinese government’s internet+ strategy changes power dynamics among political institutions, commercially motivated digital companies and online communities. The project will investigate internatio ....Digital China: From cultural presence to innovative nation. This project aims to investigate how digital platforms and technologies help Chinese culture and ideas reach the world. While China's global cultural presence has increased, it is not seen as an innovative nation. The project examines how the Chinese government’s internet+ strategy changes power dynamics among political institutions, commercially motivated digital companies and online communities. The project will investigate internationalisation strategies and consumption of Chinese culture on digital platforms in China, Australia, Hong Kong, Singapore and South Korea. It expects to understand the implications of China's digital ascendency and the lessons for Australia in the post-resources boom era.Read moreRead less
The prediction of sleep/wake behaviour based on physiological and social factors. The prevalence of shiftwork has increased in Australia over the last few decades. Shiftworkers obtain less sleep, have greater difficulty maintaining good relationships, have poorer health, and are more likely to be injured at work than others. Using the largest dataset of its kind, we will substantially contribute to understanding the relationships between work hours, sleep, performance and safety. Ultimately, the ....The prediction of sleep/wake behaviour based on physiological and social factors. The prevalence of shiftwork has increased in Australia over the last few decades. Shiftworkers obtain less sleep, have greater difficulty maintaining good relationships, have poorer health, and are more likely to be injured at work than others. Using the largest dataset of its kind, we will substantially contribute to understanding the relationships between work hours, sleep, performance and safety. Ultimately, the project will answer a question critical to workplace safety - how much time off between shifts is needed to be alert and safe at work? The project will also produce tools to help industry design fatigue-friendly rosters, improving the safety, productivity and general well-being of shiftworkers in Australia and overseas.Read moreRead less
Australian cultural and creative activity: A population and hotspot analysis. This project aims to grasp the contemporary dynamics of cultural and creative activity in Australia. It represents a major innovation, bringing together population-level and comparative studies of local cultural and creative activity. The comprehensive project will advance the integration of quantitative and qualitative research strategies, painting a complete national picture, while also exploring the factors that are ....Australian cultural and creative activity: A population and hotspot analysis. This project aims to grasp the contemporary dynamics of cultural and creative activity in Australia. It represents a major innovation, bringing together population-level and comparative studies of local cultural and creative activity. The comprehensive project will advance the integration of quantitative and qualitative research strategies, painting a complete national picture, while also exploring the factors that are producing local and regional creative hotspots. The project will deliver outputs such as reports and forums that are framed in close collaboration with partners in order to deliver outcomes such as better-targeted policy and program initiatives. This will provide national cultural and policy benefits from placing the creative sector in front of policy makers as a vital contributor to high growth, labour-intensive economic activity in the context of the Australian economy in transition.Read moreRead less