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A Similarity Based Approach For Macroeconomic Forecasting
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Book Synopsis Handbook of Economic Forecasting by : G. Elliott
Download or read book Handbook of Economic Forecasting written by G. Elliott and published by Elsevier. This book was released on 2006-05-30 with total page 1071 pages. Available in PDF, EPUB and Kindle. Book excerpt: Research on forecasting methods has made important progress over recent years and these developments are brought together in the Handbook of Economic Forecasting. The handbook covers developments in how forecasts are constructed based on multivariate time-series models, dynamic factor models, nonlinear models and combination methods. The handbook also includes chapters on forecast evaluation, including evaluation of point forecasts and probability forecasts and contains chapters on survey forecasts and volatility forecasts. Areas of applications of forecasts covered in the handbook include economics, finance and marketing.*Addresses economic forecasting methodology, forecasting models, forecasting with different data structures, and the applications of forecasting methods *Insights within this volume can be applied to economics, finance and marketing disciplines
Book Synopsis The More the Merrier? A Machine Learning Algorithm for Optimal Pooling of Panel Data by : Marijn A. Bolhuis
Download or read book The More the Merrier? A Machine Learning Algorithm for Optimal Pooling of Panel Data written by Marijn A. Bolhuis and published by International Monetary Fund. This book was released on 2020-02-28 with total page 21 pages. Available in PDF, EPUB and Kindle. Book excerpt: We leverage insights from machine learning to optimize the tradeoff between bias and variance when estimating economic models using pooled datasets. Specifically, we develop a simple algorithm that estimates the similarity of economic structures across countries and selects the optimal pool of countries to maximize out-of-sample prediction accuracy of a model. We apply the new alogrithm by nowcasting output growth with a panel of 102 countries and are able to significantly improve forecast accuracy relative to alternative pools. The algortihm improves nowcast performance for advanced economies, as well as emerging market and developing economies, suggesting that machine learning techniques using pooled data could be an important macro tool for many countries.
Book Synopsis Expert Adjustments of Model Forecasts by : Philip Hans Franses
Download or read book Expert Adjustments of Model Forecasts written by Philip Hans Franses and published by Cambridge University Press. This book was released on 2014-10-09 with total page 145 pages. Available in PDF, EPUB and Kindle. Book excerpt: Brings together current theoretical insights and new empirical results to examine expert adjustment of model forecasts from an econometric perspective.
Book Synopsis Renminbi Exchange Rate Forecasting by : Yunjie Wei
Download or read book Renminbi Exchange Rate Forecasting written by Yunjie Wei and published by Routledge. This book was released on 2021-05-10 with total page 160 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the internationalization of Renminbi (RMB), the gradual liberalization of China's capital account and the recent reform of the RMB pricing mechanism, the RMB exchange rate has been volatile. This book examines how we can forecast exchange rate reliably. It explains how we can do so through a new methodology for exchange rate forecasting. The book also analyzes the dynamic relationship between exchange rate and the exchange rate data decomposition and integration, the domestic economic situation, the international economic situation and the public’s expectations and how these interactions would affect the exchange rate. The book also explains why this comprehensive integrated approach is the best model for optimizing accuracy in exchange rate forecasting.
Download or read book ICEMME 2023 written by Nikolaos Freris and published by European Alliance for Innovation. This book was released on 2024-02-27 with total page 822 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 2023 5th International Conference on Economic Management and Model Engineering (ICEMME 2023) was held on November 17-19, 2023 in Beijing, China. The primary objective of this conference is to facilitate the exchange of ideas and knowledge among researchers, scholars, and practitioners in the field of economic management and modeling engineering. Through presentations, discussions, and networking opportunities, participants will have the chance to explore the latest advancements, methodologies, and best practices in these areas. The conference was focused on three main themes: Enterprise Economic Management and Market Mechanism Assessment; Data Statistical Analysis and Economic Forecasting; Industrial Structure Optimization and Economic Green Development. For readers, this collection of papers offers a comprehensive insight into cutting-edge research and case studies, providing valuable information on current trends, challenges, and opportunities in economic management and modeling engineering. Readers will benefit from the diverse perspectives and innovative approaches presented in these papers, inspiring new ideas and solutions for their own research endeavors. Moreover, the positive influence of this conference extends beyond the current discussions. It is expected that the findings and recommendations shared in these proceedings will serve as a foundation for future research in the field of economic management and modeling engineering. By fostering collaboration, knowledge sharing, and academic discourse, this conference aims to contribute to the advancement of the field and stimulate further research initiatives in the years to come.
Book Synopsis A Macroeconomic Approach to the Term Premium by : Emanuel Kopp
Download or read book A Macroeconomic Approach to the Term Premium written by Emanuel Kopp and published by International Monetary Fund. This book was released on 2018-06-15 with total page 22 pages. Available in PDF, EPUB and Kindle. Book excerpt: In recent years, term premia have been very low and sometimes even negative. Now, with the United States economy growing above potential, inflationary pressures are on the rise. Term premia are very sensitive to the expected future path of growth, inflation, and monetary policy, and an inflation surprise could require monetary policy to tighten faster than anticipated, inducing to a sudden decompression of term and other risk premia, thus tightening financial conditions. This paper proposes a semi-structural dynamic term structure model augmented with macroeconomic factors to include cyclical dynamics with a focus on medium- to long-run forecasts. Our results clearly show that a macroeconomic approach is warranted: While term premium estimates are in line with those from other studies, we provide (i) plausible, stable estimates of expected long-term interest rates and (ii) forecasts of short- and long-term interest rates as well as cyclical macroeconomic variables that are stunningly close to those generated from large-scale macroeconomic models.
Book Synopsis Alternative Economic Indicators by : C. James Hueng
Download or read book Alternative Economic Indicators written by C. James Hueng and published by W.E. Upjohn Institute. This book was released on 2020-09-08 with total page 133 pages. Available in PDF, EPUB and Kindle. Book excerpt: Policymakers and business practitioners are eager to gain access to reliable information on the state of the economy for timely decision making. More so now than ever. Traditional economic indicators have been criticized for delayed reporting, out-of-date methodology, and neglecting some aspects of the economy. Recent advances in economic theory, econometrics, and information technology have fueled research in building broader, more accurate, and higher-frequency economic indicators. This volume contains contributions from a group of prominent economists who address alternative economic indicators, including indicators in the financial market, indicators for business cycles, and indicators of economic uncertainty.
Download or read book Maynard's Revenge written by Lance Taylor and published by Harvard University Press. This book was released on 2010 with total page 399 pages. Available in PDF, EPUB and Kindle. Book excerpt: It is now widely agreed that mainstream macroeconomics is irrelevant and that there is need for a more useful and realistic economic analysis that can provide a better understanding of the ongoing global financial and economic crisis. Lance Taylor’s book exposes the unrealistic assumptions of the rational expectations and real business cycle approaches and of mainstream finance theory. It argues that in separating monetary and financial behavior from real behavior, they do not address the ways that consumption, accumulation, and the government play in the workings of the economy. Taylor argues that the ideas of J. M. Keynes and others provide a more useful framework both for understanding the crisis and for dealing with it effectively. Keynes’s basic points were fundamental uncertainty and the absence of Say’s Law. He set up machinery to analyze the macro economy under such circumstances, including the principle of effective demand, liquidity preference, different rules for determining commodity and asset prices, distinct behavioral patterns of different collective actors, and the importance of thinking in terms of complete macro accounting schemes. Economists working in this tradition also worked out growth and cycle models. Employing these ideas throughout Maynard’s Revenge, Taylor provides an analytical narrative about the causes of the crisis, and suggestions for dealing with it.
Book Synopsis Real Estate Modelling and Forecasting by : Chris Brooks
Download or read book Real Estate Modelling and Forecasting written by Chris Brooks and published by Cambridge University Press. This book was released on 2010-04-15 with total page 474 pages. Available in PDF, EPUB and Kindle. Book excerpt: As real estate forms a significant part of the asset portfolios of most investors and lenders, it is crucial that analysts and institutions employ sound techniques for modelling and forecasting the performance of real estate assets. Assuming no prior knowledge of econometrics, this book introduces and explains a broad range of quantitative techniques that are relevant for the analysis of real estate data. It includes numerous detailed examples, giving readers the confidence they need to estimate and interpret their own models. Throughout, the book emphasises how various statistical techniques may be used for forecasting and shows how forecasts can be evaluated. Written by a highly experienced teacher of econometrics and a senior real estate professional, both of whom are widely known for their research, Real Estate Modelling and Forecasting is the first book to provide a practical introduction to the econometric analysis of real estate for students and practitioners.
Book Synopsis Data Science for Economics and Finance by : Sergio Consoli
Download or read book Data Science for Economics and Finance written by Sergio Consoli and published by Springer Nature. This book was released on 2021 with total page 357 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book covers the use of data science, including advanced machine learning, big data analytics, Semantic Web technologies, natural language processing, social media analysis, time series analysis, among others, for applications in economics and finance. In addition, it shows some successful applications of advanced data science solutions used to extract new knowledge from data in order to improve economic forecasting models. The book starts with an introduction on the use of data science technologies in economics and finance and is followed by thirteen chapters showing success stories of the application of specific data science methodologies, touching on particular topics related to novel big data sources and technologies for economic analysis (e.g. social media and news); big data models leveraging on supervised/unsupervised (deep) machine learning; natural language processing to build economic and financial indicators; and forecasting and nowcasting of economic variables through time series analysis. This book is relevant to all stakeholders involved in digital and data-intensive research in economics and finance, helping them to understand the main opportunities and challenges, become familiar with the latest methodological findings, and learn how to use and evaluate the performances of novel tools and frameworks. It primarily targets data scientists and business analysts exploiting data science technologies, and it will also be a useful resource to research students in disciplines and courses related to these topics. Overall, readers will learn modern and effective data science solutions to create tangible innovations for economic and financial applications.
Book Synopsis World Index of Economic Forecasts by : Robert Fildes
Download or read book World Index of Economic Forecasts written by Robert Fildes and published by . This book was released on 1988 with total page 584 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Emergent Macroeconomics by : Domenico Gatti
Download or read book Emergent Macroeconomics written by Domenico Gatti and published by Springer Science & Business Media. This book was released on 2008-12-05 with total page 120 pages. Available in PDF, EPUB and Kindle. Book excerpt: This valuable book contributes substantively to the current state-of-the-art of macroeconomics. It provides a method for building models in which business cycles and economic growth emerge from the interactions of a large number of heterogeneous agents. Drawing from recent advances in agent-based computational modeling, the authors show how insights from dispersed fields can be fruitfully combined to improve our understanding of macroeconomic dynamics.
Book Synopsis Preference, Belief, and Similarity by : Amos Tversky
Download or read book Preference, Belief, and Similarity written by Amos Tversky and published by MIT Press. This book was released on 2003-11-21 with total page 1046 pages. Available in PDF, EPUB and Kindle. Book excerpt: Amos Tversky (1937–1996), a towering figure in cognitive and mathematical psychology, devoted his professional life to the study of similarity, judgment, and decision making. He had a unique ability to master the technicalities of normative ideals and then to intuit and demonstrate experimentally their systematic violation due to the vagaries and consequences of human information processing. He created new areas of study and helped transform disciplines as varied as economics, law, medicine, political science, philosophy, and statistics. This book collects forty of Tversky's articles, selected by him in collaboration with the editor during the last months of Tversky's life. It is divided into three sections: Similarity, Judgment, and Preferences. The Preferences section is subdivided into Probabilistic Models of Choice, Choice under Risk and Uncertainty, and Contingent Preferences. Included are several articles written with his frequent collaborator, Nobel Prize-winning economist Daniel Kahneman.
Book Synopsis Empirical Asset Pricing by : Wayne Ferson
Download or read book Empirical Asset Pricing written by Wayne Ferson and published by MIT Press. This book was released on 2019-03-12 with total page 497 pages. Available in PDF, EPUB and Kindle. Book excerpt: An introduction to the theory and methods of empirical asset pricing, integrating classical foundations with recent developments. This book offers a comprehensive advanced introduction to asset pricing, the study of models for the prices and returns of various securities. The focus is empirical, emphasizing how the models relate to the data. The book offers a uniquely integrated treatment, combining classical foundations with more recent developments in the literature and relating some of the material to applications in investment management. It covers the theory of empirical asset pricing, the main empirical methods, and a range of applied topics. The book introduces the theory of empirical asset pricing through three main paradigms: mean variance analysis, stochastic discount factors, and beta pricing models. It describes empirical methods, beginning with the generalized method of moments (GMM) and viewing other methods as special cases of GMM; offers a comprehensive review of fund performance evaluation; and presents selected applied topics, including a substantial chapter on predictability in asset markets that covers predicting the level of returns, volatility and higher moments, and predicting cross-sectional differences in returns. Other chapters cover production-based asset pricing, long-run risk models, the Campbell-Shiller approximation, the debate on covariance versus characteristics, and the relation of volatility to the cross-section of stock returns. An extensive reference section captures the current state of the field. The book is intended for use by graduate students in finance and economics; it can also serve as a reference for professionals.
Book Synopsis The Behavioral Economics of Inflation Expectations by : Tobias F. Rötheli
Download or read book The Behavioral Economics of Inflation Expectations written by Tobias F. Rötheli and published by . This book was released on 2020 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: "The notion that expectations play a key role in economic decision making is a very old one. Over the past 100 years, major advances in the application of this insight in the formulation of economic models have been made in various subfields of economics. The concept of extrapolation, the idea that past observations of a series are the basis for making projections into the future, was present from the start of the modeling of dynamic economic processes"--
Book Synopsis The importance of being informed: Forecasting market risk measures for the Russian RTS index future using online data and implied volatility over two decades by : Dean Fantazzini
Download or read book The importance of being informed: Forecasting market risk measures for the Russian RTS index future using online data and implied volatility over two decades written by Dean Fantazzini and published by Litres. This book was released on 2022-01-29 with total page 27 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper focuses on the forecasting of market risk measures for the Russian RTS index future, and examines whether augmenting a large class of volatility models with implied volatility and Google Trends data improves the quality of the estimated risk measures. We considered a time sample of daily data from 2006 till 2019, which includes several episodes of large-scale turbulence in the Russian future market. We found that the predictive power of several models did not increase if these two variables were added, but actually decreased.The worst results were obtained when these two variables were added jointly and during periods of high volatility, when parameters estimates became very unstable. Moreover, several models augmented with these variables did not reach numerical convergence. Our empirical evidence shows that, in the case of Russian future markets, TGARCH models with implied volatility and Student’s t errors are better choices if robust market risk measures are of concern.
Book Synopsis Business Forecasting, Second Edition by : A. Reza Hoshmand
Download or read book Business Forecasting, Second Edition written by A. Reza Hoshmand and published by Routledge. This book was released on 2009-12-04 with total page 382 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book emphasizes the rationale, application, and interpretation of the most commonly used forecasting techniques in business.
