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Efficient pooling of cross-section and time series data using Bayesian machine learning with two econometric applications. In this project, we adapt a Bayesian modelling strategy, namely the minimum message length principle, to the problem of efficient partitioning of economic units, such as firms or countries, into groups whose behavioural patterns are similar within each group but distinct across groups. This methodology can incorporate the requirements of economic theory. The resulting softwa ....Efficient pooling of cross-section and time series data using Bayesian machine learning with two econometric applications. In this project, we adapt a Bayesian modelling strategy, namely the minimum message length principle, to the problem of efficient partitioning of economic units, such as firms or countries, into groups whose behavioural patterns are similar within each group but distinct across groups. This methodology can incorporate the requirements of economic theory. The resulting software will be developed for the Web. We consider two specific applications, namely modelling gasoline demand in OECD countries, and finding the foreign factor with the most predictive power for the growth rate of the Australian economy. The second application is of considerable national interest.Read moreRead less
House Prices in Australia: A Hedonic Analysis. House prices are an important input to monetary policy since they impact directly on inflation and may be a source of speculative bubbles. The Governor of the Reserve Bank, however, recently described housing as the ``weakest link in all the price data.'' This project will attempt to resolve this problem. The resulting indexes should be of considerable interest to the Reserve Bank, the media, home owners, the real estate industry, and enhance the re ....House Prices in Australia: A Hedonic Analysis. House prices are an important input to monetary policy since they impact directly on inflation and may be a source of speculative bubbles. The Governor of the Reserve Bank, however, recently described housing as the ``weakest link in all the price data.'' This project will attempt to resolve this problem. The resulting indexes should be of considerable interest to the Reserve Bank, the media, home owners, the real estate industry, and enhance the reputation of Australian universities. They will also quantify the extent of the burden imposed on young people by rising house prices, and its consequent strain on society.Read moreRead less
Persistence in Economic Time Series: Interpretation, Measurement and Inference. An economic time series is said to be persistent if shocks to the series have a permanent effect. Accurate and unambiguous inferences regarding persistence are crucial to an understanding of the response of the variable to shocks, in particular to policy-induced shocks. In this project we will explore new ways of interpreting, measuring and conducting inference on persistence. The aim is to produce significant theor ....Persistence in Economic Time Series: Interpretation, Measurement and Inference. An economic time series is said to be persistent if shocks to the series have a permanent effect. Accurate and unambiguous inferences regarding persistence are crucial to an understanding of the response of the variable to shocks, in particular to policy-induced shocks. In this project we will explore new ways of interpreting, measuring and conducting inference on persistence. The aim is to produce significant theoretical and methodological advances which, when applied to empirical problems, will enable reliable conclusions to be drawn regarding the propagation of shocks and, hence, the likely impact of interventionist government policies.Read moreRead less
Modelling a portfolio of financial assets: structure, estimation, testing and forecasting. Information regarding financial returns and risk is essential for optimal portfolio selection and asset management. Returns and risk have typically been analysed for individual assets. The project provides a theoretical solution to the important practical problem of modelling a portfolio of financial assets in realistic situations. The significance of the research is the development of a new approach to an ....Modelling a portfolio of financial assets: structure, estimation, testing and forecasting. Information regarding financial returns and risk is essential for optimal portfolio selection and asset management. Returns and risk have typically been analysed for individual assets. The project provides a theoretical solution to the important practical problem of modelling a portfolio of financial assets in realistic situations. The significance of the research is the development of a new approach to analyse a portfolio of returns and risk, and the determination of its applicability using numerical simulation techniques. The expected outcomes are an optimal practical method for analysing a portfolio of assets, a scientific monograph, and publications in leading international journals.Read moreRead less
Choice and Classification in complex and adversarial environments. Any policy must take account of individuals' incentives to strategically manipulate. Mechanism Design is an area of economic theory that addresses precisely this. In its theoretical development however, it overlooks practical constraints for monitoring behavior. For instance, for fraud detection and credit scoring, automated statistical machine learning models discussed in computer science (CS) are used. Here, we constrain ....Choice and Classification in complex and adversarial environments. Any policy must take account of individuals' incentives to strategically manipulate. Mechanism Design is an area of economic theory that addresses precisely this. In its theoretical development however, it overlooks practical constraints for monitoring behavior. For instance, for fraud detection and credit scoring, automated statistical machine learning models discussed in computer science (CS) are used. Here, we constrain monitoring strategies to be such algorithms and address the monitoring of a population of individuals or a similarly constrained large adversary. Notable cross disciplinary implications exist forRead moreRead less
New approaches to the statistical modelling of financial risk: combining structural information with flexible, computationally-intensive non-parametric methods. The aims of this project are to provide a range of novel, rigorous, flexible, statistical methods to assess portfolio risk, with due attention to behaviour of its constituent components; to obtain greater understanding of the complexities of risk; and to give students research training in the nexus of statistics and finance. The anticip ....New approaches to the statistical modelling of financial risk: combining structural information with flexible, computationally-intensive non-parametric methods. The aims of this project are to provide a range of novel, rigorous, flexible, statistical methods to assess portfolio risk, with due attention to behaviour of its constituent components; to obtain greater understanding of the complexities of risk; and to give students research training in the nexus of statistics and finance. The anticipated outcomes of this project will be detailed knowledge of extremal behaviour in portfolios, improved methods for calibrating risk, advances in non-parametric methods in finance, a prototype practitioner toolkit for assessing risk, and high-calibre graduates to contribute to Australia's research capacity.Read moreRead less
Stochastic Index Numbers and Their Application in Accounting, Economics and Finance. Index numbers of prices, such as the Consumer Price Index and the All Ordinaries Index, are among the most important economic statistics for the whole economy. But despite their importance, currently constructed price indexes do not use all the information available in the underlying price data, namely the dispersion among the individual prices. This project will develop and apply a methodology for a new approa ....Stochastic Index Numbers and Their Application in Accounting, Economics and Finance. Index numbers of prices, such as the Consumer Price Index and the All Ordinaries Index, are among the most important economic statistics for the whole economy. But despite their importance, currently constructed price indexes do not use all the information available in the underlying price data, namely the dispersion among the individual prices. This project will develop and apply a methodology for a new approach to index numbers that incorporates this information and leads to tractable ways of estimating the whole distribution of the index value, rather than just one number. The practical usefulness of this mthodology will be demonstrated with applications in accounting (sustainable earnings), economics (real exchange rates) and finance (share prices).Read moreRead less
Strategic Thought and Prediction in Strategic Environments. Game theory is now an integral tool for economics and business. It helps predict behavior in strategic environments and thus answers important questions: What form of auction to use in the pending sale of 3G spectrum? How should the government sell its bonds? How to detect implict collusion among companies? What division of benefits of joint research ventures will attract maximum participation?
This project aims to greatly increas ....Strategic Thought and Prediction in Strategic Environments. Game theory is now an integral tool for economics and business. It helps predict behavior in strategic environments and thus answers important questions: What form of auction to use in the pending sale of 3G spectrum? How should the government sell its bonds? How to detect implict collusion among companies? What division of benefits of joint research ventures will attract maximum participation?
This project aims to greatly increase the predictive power of game theory and provide decisive answers to questions such as above. This is achieved by developing a theory that relates individuals' current behavior to their experiences in analogous environments in the past.
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Linear and non-linear Price Decentralization. General equilibrium theory provides the conceptual foundation for our understanding of efficiency and welfare economics. However, at present it does not provide for an adequate understanding in many seetings: for instance, in the case of incomplete financial markets and markets with imperfect information. This project is part of the ongoing and broad research program in the Economic Theory Center of The University of Melbourne on general equilibriu ....Linear and non-linear Price Decentralization. General equilibrium theory provides the conceptual foundation for our understanding of efficiency and welfare economics. However, at present it does not provide for an adequate understanding in many seetings: for instance, in the case of incomplete financial markets and markets with imperfect information. This project is part of the ongoing and broad research program in the Economic Theory Center of The University of Melbourne on general equilibrium theory and mathematical economics. It seeks to extend the classical theory of price decentralization and rectify some of the defects of modern general equilibrium theory.Read moreRead less
Risk and Australian public policy. This project will develop fundamentally new approaches to the theory of risk and uncertainty and their role in the design and management of complex projects and policy initiatives. The results will be applied to the central economic policy choices facing Australia; those connected with globalisation and microeconomic reform. This project will show how the latest advances in economic theory can help to illuminate the major issues in the Australian public debate, ....Risk and Australian public policy. This project will develop fundamentally new approaches to the theory of risk and uncertainty and their role in the design and management of complex projects and policy initiatives. The results will be applied to the central economic policy choices facing Australia; those connected with globalisation and microeconomic reform. This project will show how the latest advances in economic theory can help to illuminate the major issues in the Australian public debate, from the role of government and the market to the assessment of standards of living. The project will also help to bridge the gap between economics and other social sciences.Read moreRead less