Since the rational expectations revolution in macroeconomics, the subject has evolved in a major way, adopting the principles behind the revolution and building on them in spectacular fashion. In this thoroughly revised and updated second edition, the authors provide a complete and up-to-date textbook designed to guide students through the mathematical and conceptual maze of modern macroeconomics. The updated second edition includes: Explanation of the historical development of the subject Introduction to traditional macro-classical/adaptive expectations Demonstration of how rational expectations are handled in macro models and in finance An explanation of the importance of structural, micro-founded models Key examples of structural models examined in detail, and with extension to the open economy Discussion of policy implications throughout Methodology for testing models against macro data behaviour, complete with the latest evidence on these models' success Coverage of key topics, including the supply-side, unemployment, growth and the open economy. By explaining the basics of each topic, and providing the solid grounding for students to tackle more complex and detailed material, this textbook will be an invaluable resource for both postgraduate and upper level undergraduate students of macroeconomics alike.

Since the rational expectations revolution in macroeconomics, the subject has evolved in a major way, adopting the principles behind the revolution and building on them in spectacular fashion. In this thoroughly revised and updated second edition, the authors provide a complete and up-to-date textbook designed to guide students through the mathematical and conceptual maze of modern macroeconomics. The updated second edition includes: Explanation of the historical development of the subject Introduction to traditional macro-classical/adaptive expectations Demonstration of how rational expectations are handled in macro models and in finance An explanation of the importance of structural, micro-founded models Key examples of structural models examined in detail, and with extension to the open economy Discussion of policy implications throughout Methodology for testing models against macro data behaviour, complete with the latest evidence on these models' success Coverage of key topics, including the supply-side, unemployment, growth and the open economy. By explaining the basics of each topic, and providing the solid grounding for students to tackle more complex and detailed material, this textbook will be an invaluable resource for both postgraduate and upper level undergraduate students of macroeconomics alike.

First published in 1981, this book brings together a collection of essays on microeconomics and development presented at the conference of the Association of University Teachers of Economics. Topics covered include the intergenerational transfer of economic inequality, a review of the recent development in the theory of equity in the economy's distribution and production process, labour and unemployment, market structure and international trade, taxation and the public sector, Third World industrialisation and Indian agriculture. This book will be of interest to students of Economics and Development Studies.

Bringing together the proceedings of the 1979 and 1980 annual conferences of the Association of University Teachers of Economics the papers in this volume discuss: the effect of social security on private saving; an analysis of aggregate consumer behaviour; the philosophy and objectives of econometrics and other topics in macroeconomic and econometric analysis.

Bringing together the proceedings of the 1979 and 1980 annual conferences of the Association of University Teachers of Economics the papers in this volume discuss: the effect of social security on private saving; an analysis of aggregate consumer behaviour; the philosophy and objectives of econometrics and other topics in macroeconomic and econometric analysis.

During the last few decades, commercial gambling has increased substantially throughout the Western world. More people than ever before have access to sources of legalised gambling, leading to bumper revenues for the institutions involved. Naturally enough, this has led to an increased interest in the area of the economics of betting. This book addresses the issues raised by the continued growth of the gambling sector. How can we model the behaviour of people who seemingly act irrationally? What are the implications of different tax policies with regard to gambling? Are casinos capable of taking money away from state-run lotteries and the causes they fund? Can bookmakers' odds be influenced in such a way as to make the gambling market inefficient? The authors in this volume provide insights based on data from many different countries, including England, the USA, Australia, Spain and Cyprus. This volume brings together work which addresses the economic impact of the huge growth of commercial gambling in the Western world, as well as trying to model the cognitive processes which can explain why individuals are prepared to behave in such apparently irrational ways. This book was published as a special issue of Applied Economics. The academic editor of this journal is Mark P. Taylor.

During the last few decades, commercial gambling has increased substantially throughout the Western world. More people than ever before have access to sources of legalised gambling, leading to bumper revenues for the institutions involved. Naturally enough, this has led to an increased interest in the area of the economics of betting.

This book addresses the issues raised by the continued growth of the gambling sector. How can we model the behaviour of people who seemingly act irrationally? What are the implications of different tax policies with regard to gambling? Are casinos capable of taking money away from state-run lotteries and the causes they fund? Can bookmakers odds be influenced in such a way as to make the gambling market inefficient? The authors in this volume provide insights based on data from many different countries, including England, the USA, Australia, Spain and Cyprus.

This volume brings together work which addresses the economic impact of the huge growth of commercial gambling in the Western world, as well as trying to model the cognitive processes which can explain why individuals are prepared to behave in such apparently irrational ways.

This book was published as a special issue of Applied Economics. The academic editor of this journal is Mark P. Taylor.

First published in 1981, this book brings together a collection of essays on microeconomics and development presented at the conference of the Association of University Teachers of Economics. Topics covered include the intergenerational transfer of economic inequality, a review of the recent development in the theory of equity in the economy's distribution and production process, labour and unemployment, market structure and international trade, taxation and the public sector, Third World industrialisation and Indian agriculture. This book will be of interest to students of Economics and Development Studies.

An up-to-date, comprehensive account of major issues in finite mixture modeling

This volume provides an up-to-date account of the theory and applications of modeling via finite mixture distributions. With an emphasis on the applications of mixture models in both mainstream analysis and other areas such as unsupervised pattern recognition, speech recognition, and medical imaging, the book describes the formulations of the finite mixture approach, details its methodology, discusses aspects of its implementation, and illustrates its application in many common statistical contexts.

Major issues discussed in this book include identifiability problems, actual fitting of finite mixtures through use of the EM algorithm, properties of the maximum likelihood estimators so obtained, assessment of the number of components to be used in the mixture, and the applicability of asymptotic theory in providing a basis for the solutions to some of these problems. The author also considers how the EM algorithm can be scaled to handle the fitting of mixture models to very large databases, as in data mining applications. This comprehensive, practical guide:

• Provides more than 800 references–40% published since 1995
• Includes an appendix listing available mixture software
• Links statistical literature with machine learning and pattern recognition literature
• Contains more than 100 helpful graphs, charts, and tables

Finite Mixture Models is an important resource for both applied and theoretical statisticians as well as for researchers in the many areas in which finite mixture models can be used to analyze data.