Towards High-Order Structure Search on Large-Scale Graphs. High-order structure search over large-scale graphs has many applications including cybersecurity, crime detection, social media, marketing recommendation, and public health. The project aims to lay the scientific foundations and develop novel computing techniques for efficiently conducting structure search. The outcomes include novel computing paradigms, algorithms, indexing, incremental computation, and distributed solutions. The succe ....Towards High-Order Structure Search on Large-Scale Graphs. High-order structure search over large-scale graphs has many applications including cybersecurity, crime detection, social media, marketing recommendation, and public health. The project aims to lay the scientific foundations and develop novel computing techniques for efficiently conducting structure search. The outcomes include novel computing paradigms, algorithms, indexing, incremental computation, and distributed solutions. The success of the project will directly contribute to the scientific foundation of Big Data computation. It will also contribute to the development of local industry involving cybersecurity, social media based recommendation, network management, and E-business.Read moreRead less
Exposing the anonymous attacker: detecting identity crimes using real-time entity resolution on large dynamic databases. Given the increasingly large costs of identity crimes in Australia, developing improved electronic identity verification techniques is highly significant in reducing losses from such crimes, making the Australian economy more competitive, and increasing consumer confidence in Australian financial institutions. Veda Advantage is widely used for identity verification by Australi ....Exposing the anonymous attacker: detecting identity crimes using real-time entity resolution on large dynamic databases. Given the increasingly large costs of identity crimes in Australia, developing improved electronic identity verification techniques is highly significant in reducing losses from such crimes, making the Australian economy more competitive, and increasing consumer confidence in Australian financial institutions. Veda Advantage is widely used for identity verification by Australian financial service providers, so the benefits of the techniques developed in this project will automatically flow through to the Australian community. These techniques will be sufficiently generic to be of use for real-time identity verification in a broad range of applications, including e-Government portals, electronic banking, online stores, or national security systems.Read moreRead less
Transforming Banking Service Delivery Through Connected Communities. This project aims to develop a deeper understanding of the potential that the increased connectedness between customers has for organisations in the services sector. The massive uptake of social technologies demonstrates the high demand for connectedness. However, to date corporations and their customers have insufficient means to utilise such communities. Using the banking sector as an example, the project's outcomes intend to ....Transforming Banking Service Delivery Through Connected Communities. This project aims to develop a deeper understanding of the potential that the increased connectedness between customers has for organisations in the services sector. The massive uptake of social technologies demonstrates the high demand for connectedness. However, to date corporations and their customers have insufficient means to utilise such communities. Using the banking sector as an example, the project's outcomes intend to show how digital communities can improve the delivery of services and facilitate new co-delivery and brokerage models.Read moreRead less
Innovative approach to a fair tax system for Multinationals and Governments. Multinationals (MNCs) tax avoidance has become a national blight and a global problem impacting tax fairness, transparency and economic efficiency. This project aims to find the optimal solution for the tax avoidance problem for both MNCs and governments via effective cost-benefit analysis through the design of a cutting-edge interdisciplinary machine-learning technique. Expected outcomes will include profound breakthro ....Innovative approach to a fair tax system for Multinationals and Governments. Multinationals (MNCs) tax avoidance has become a national blight and a global problem impacting tax fairness, transparency and economic efficiency. This project aims to find the optimal solution for the tax avoidance problem for both MNCs and governments via effective cost-benefit analysis through the design of a cutting-edge interdisciplinary machine-learning technique. Expected outcomes will include profound breakthroughs for enhancing economic growth via tax policy reform in Australia but also globally through cross-country tax avoidance comparison. The benefits will be instrumental in reforming fiscal and investment policies that are highly critical for improving economic welfare and capital inflows in Australia.Read moreRead less
Optimising Digital Compliance Processes in the Financial Services Sector. This project aims to develop a new approach to optimise digital compliance processes in Australian financial services firms. Effective digital compliance is needed to reduce growing regulatory burden and improve compliance with increasingly complex laws. This project expects to deliver new ways to optimise digital compliance that drive innovation and reduce the societal risks of non-compliance for end-users. Expected outco ....Optimising Digital Compliance Processes in the Financial Services Sector. This project aims to develop a new approach to optimise digital compliance processes in Australian financial services firms. Effective digital compliance is needed to reduce growing regulatory burden and improve compliance with increasingly complex laws. This project expects to deliver new ways to optimise digital compliance that drive innovation and reduce the societal risks of non-compliance for end-users. Expected outcomes include industry guidance strategies and innovative digital tools that capture the complexity of digital compliance and inform practical solutions. This will provide significant cost reduction benefits for firms and ensure that new digital compliance processes promote the public interest goals of law and regulation. Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE180100649
Funder
Australian Research Council
Funding Amount
$363,996.00
Summary
Slow diffusion of information in asset pricing and risk management. This project aims to develop a unified investment and asset pricing theory for the slow diffusion of information in financial markets, such as momentum, reversal and post-earnings announcement drift. Expected outcomes of this project include the development of optimal methods to explore historical information, a systematic understanding of the impact of investor sentiment and heterogeneity on the speed of asset price response to ....Slow diffusion of information in asset pricing and risk management. This project aims to develop a unified investment and asset pricing theory for the slow diffusion of information in financial markets, such as momentum, reversal and post-earnings announcement drift. Expected outcomes of this project include the development of optimal methods to explore historical information, a systematic understanding of the impact of investor sentiment and heterogeneity on the speed of asset price response to news, and novel empirical hypotheses and tests that improve return predictability and reduce crash risks. The project will provide a potential competitive advantage and guidance to Australian investors, including superannuation fund managers, in competitive globalised financial markets.Read moreRead less
The impact of payout policy changes on firm value and short selling activities across different taxation regimes. Brealey et al (2011) assert that we don't know enough yet about how payout policy varies across firms. This project examines the information content of dividend changes and repurchase programs and the long-term market impact of these announcements, controlling for the substitution effect of repurchases/dividends in different institutional/tax regimes. This project also examines wheth ....The impact of payout policy changes on firm value and short selling activities across different taxation regimes. Brealey et al (2011) assert that we don't know enough yet about how payout policy varies across firms. This project examines the information content of dividend changes and repurchase programs and the long-term market impact of these announcements, controlling for the substitution effect of repurchases/dividends in different institutional/tax regimes. This project also examines whether short sellers manifest abnormal behaviour around the announcement of dividend changes and repurchase programs, and whether earnings are manipulated upwards to maintain the dividend or downwards prior to the announcement of repurchase programs. The findings will be of major interest to academics, managers, investors and regulators.Read moreRead less
An international study of seasoned equity offerings: long term returns, earnings management, liquidity, ownership structure, and financial crisis. This study will provide critical insights into the impact of alternative mechanisms for seasoned equity offerings on liquidity and firm value. Considering the lack of confidence in financial markets during the financial crisis, this study will have significant implications regarding the current use and regulation of seasoned equity offerings.
Ownership linkages and the functioning of inter-firm capital markets during the Global Financial Crisis. A firm's dependence on outside funding can lead to catastrophic consequences in the face of a crisis that severely curtails the functioning of external capital markets. This project investigates how ownership linkages between firms improve their fundraising and investment capabilities even when facing substantial shocks to the financial system.
Change Detection in Causal Relationships and Measurement of Systemic Risk. Empirical measures of interconnectedness between financial institutions based on tests of Granger causality are currently used in detecting systemic risk. However, researchers need to define periods of calm and stress exogenously in order to implement these tests appropriately. This project aims to develop a new procedure to identify changes in causal relationships and the timing of these changes. The new approach has the ....Change Detection in Causal Relationships and Measurement of Systemic Risk. Empirical measures of interconnectedness between financial institutions based on tests of Granger causality are currently used in detecting systemic risk. However, researchers need to define periods of calm and stress exogenously in order to implement these tests appropriately. This project aims to develop a new procedure to identify changes in causal relationships and the timing of these changes. The new approach has the potential to be a significant improvement in the real-time identification of emerging turmoil in financial markets and provide an improved method for the detection of systemic risk. The new test procedure will be implemented using data for financial and non-financial institutions across Europe, the US and Australia.Read moreRead less