Forecasting Exchange Rates Out Of Sample With Panel Methods And Real Time Data
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Forecasting Exchange Rates Out Of Sample With Panel Methods And Real Time Data
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Author : Onur Ince
language : en
Publisher:
Release Date : 2013
Forecasting Exchange Rates Out Of Sample With Panel Methods And Real Time Data written by Onur Ince and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013 with categories.
Out Of Sample Exchange Rate Predictability With Real Time Data
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Author : Onur Ince
language : en
Publisher:
Release Date : 2019
Out Of Sample Exchange Rate Predictability With Real Time Data written by Onur Ince and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019 with categories.
This paper evaluates short-run out-of-sample exchange rate predictability with real-time data for 15 OECD countries from 1973 to 2013. We consider the Taylor rule fundamentals model, where the variables that enter the Taylor rule are used to forecast exchange rate changes, and the Taylor rule differentials model, where a Taylor rule with postulated coefficients is used in the forecasting regression. We find evidence of predictability with the Taylor rule fundamentals model for 9 out of 15 countries. The Taylor rule differentials model performs worse, and the evidence of predictability is the weakest with the conventional monetary and PPP models.
Foreign Exchange Rates
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Author : Arif Orçun Söylemez
language : en
Publisher: Routledge
Release Date : 2021-02-07
Foreign Exchange Rates written by Arif Orçun Söylemez and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-02-07 with Business & Economics categories.
Predicting foreign exchange rates has presented a long-standing challenge for economists. However, the recent advances in computational techniques, statistical methods, newer datasets on emerging market currencies, etc., offer some hope. While we are still unable to beat a driftless random walk model, there has been serious progress in the field. This book provides an in-depth assessment of the use of novel statistical approaches and machine learning tools in predicting foreign exchange rate movement. First, it offers a historical account of how exchange rate regimes have evolved over time, which is critical to understanding turning points in a historical time series. It then presents an overview of the previous attempts at modeling exchange rates, and how different methods fared during this process. At the core sections of the book, the author examines the time series characteristics of exchange rates and how contemporary statistics and machine learning can be useful in improving predictive power, compared to previous methods used. Exchange rate determination is an active research area, and this book will appeal to graduate-level students of international economics, international finance, open economy macroeconomics, and management. The book is written in a clear, engaging, and straightforward way, and will greatly improve access to this much-needed knowledge in the field.
Exchange Rate Forecasting
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Author : Jon Faust
language : en
Publisher:
Release Date : 2003
Exchange Rate Forecasting written by Jon Faust and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with categories.
We examine the forecasting performance of standard macro models of exchange rates in real time, using dozens of different vintages of the OECDs Main Economic Indicators database. We calculate out-of-sample forecasts as they would have been made at the time, and compare them to a random walk alternative. The resulting "time series" of forecast performance indicates that both data revisions and changes in the sample period typically have large effects on exchange rate predictability. We show that the favorable evidence of long-horizon exchange rate predictability for the DM and Yen in Mark (1995) is present in only a narrow two-year window of data vintages around that used by Mark. In addition, approximately one-third of the improved forecasting performance of Mark's monetary model over a random walk is eventually undone by data revisions. Related to this, we find the models consistently perform better using original release data than using fully revised data. Finally, we find that model-based exchange rate forecasts are sometimes better when using Federal Reserve Staff forecasts of future fundamentals instead of actual future values of fundamentals. This contradicts a cherished presumption in the literature that dates all the way back to Meese and Rogoff (1983).
Handbook Of Exchange Rates
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Author : Jessica James
language : en
Publisher: John Wiley & Sons
Release Date : 2012-05-29
Handbook Of Exchange Rates written by Jessica James and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-05-29 with Business & Economics categories.
Praise for Handbook of Exchange Rates “This book is remarkable. I expect it to become the anchor reference for people working in the foreign exchange field.” —Richard K. Lyons, Dean and Professor of Finance, Haas School of Business, University of California Berkeley “It is quite easily the most wide ranging treaty of expertise on the forex market I have ever come across. I will be keeping a copy close to my fingertips.” —Jim O’Neill, Chairman, Goldman Sachs Asset Management How should we evaluate the forecasting power of models? What are appropriate loss functions for major market participants? Is the exchange rate the only means of adjustment? Handbook of Exchange Rates answers these questions and many more, equipping readers with the relevant concepts and policies for working in today’s international economic climate. Featuring contributions written by leading specialists from the global financial arena, this handbook provides a collection of original ideas on foreign exchange (FX) rates in four succinct sections: • Overview introduces the history of the FX market and exchange rate regimes, discussing key instruments in the trading environment as well as macro and micro approaches to FX determination. • Exchange Rate Models and Methods focuses on forecasting exchange rates, featuring methodological contributions on the statistical methods for evaluating forecast performance, parity relationships, fair value models, and flow–based models. • FX Markets and Products outlines active currency management, currency hedging, hedge accounting; high frequency and algorithmic trading in FX; and FX strategy-based products. • FX Markets and Policy explores the current policies in place in global markets and presents a framework for analyzing financial crises. Throughout the book, topics are explored in-depth alongside their founding principles. Each chapter uses real-world examples from the financial industry and concludes with a summary that outlines key points and concepts. Handbook of Exchange Rates is an essential reference for fund managers and investors as well as practitioners and researchers working in finance, banking, business, and econometrics. The book also serves as a valuable supplement for courses on economics, business, and international finance at the upper-undergraduate and graduate levels.
Exchange Rate Forecasting Techniques Survey Data And Implications For The Foreign Exchange Market
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Author : International Monetary Fund
language : en
Publisher: International Monetary Fund
Release Date : 1990-05-01
Exchange Rate Forecasting Techniques Survey Data And Implications For The Foreign Exchange Market written by International Monetary Fund and has been published by International Monetary Fund this book supported file pdf, txt, epub, kindle and other format this book has been release on 1990-05-01 with Business & Economics categories.
This paper examines the dynamics of the foreign exchange market. The first half addresses a number of key questions regarding the forecasts of future exchange rates made by market participants, by means of updated estimates using survey data. Here we follow most of the theoretical and empirical literature in acting as if all market participants share the same expectation. The second half then addresses the possibility of heterogeneous expectations, particularly the distinction between “chartists” and “fundamentalists,” and the implications for trading in the foreign exchange market and for the formation of speculative bubbles.
Handbook Of Recent Advances In Commodity And Financial Modeling
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Author : Giorgio Consigli
language : en
Publisher: Springer
Release Date : 2017-09-30
Handbook Of Recent Advances In Commodity And Financial Modeling written by Giorgio Consigli and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-09-30 with Business & Economics categories.
This handbook includes contributions related to optimization, pricing and valuation problems, risk modeling and decision making problems arising in global financial and commodity markets from the perspective of Operations Research and Management Science. The book is structured in three parts, emphasizing common methodological approaches arising in the areas of interest: - Part I: Optimization techniques - Part II: Pricing and Valuation - Part III: Risk Modeling The book presents to a wide community of Academics and Practitioners a selection of theoretical and applied contributions on topics that have recently attracted increasing interest in commodity and financial markets. Within a structure based on the three parts, it presents recent state-of-the-art and original works related to: - The adoption of multi-criteria and dynamic optimization approaches in financial and insurance markets in presence of market stress and growing systemic risk; - Decision paradigms, based on behavioral finance or factor-based, or more classical stochastic optimization techniques, applied to portfolio selection problems including new asset classes such as alternative investments; - Risk measurement methodologies, including model risk assessment, recently applied to energy spot and future markets and new risk measures recently proposed to evaluate risk-reward trade-offs in global financial and commodity markets; and derivatives portfolio hedging and pricing methods recently put forward in the financial community in the aftermath of the global financial crisis.
Forecasting Exchange Rates
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Author : Arie Preminger
language : en
Publisher:
Release Date : 2010
Forecasting Exchange Rates written by Arie Preminger and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010 with categories.
The least squares estimation method as well as other ordinary estimation method for regression models can be severely affected by a small number of outliers, thus providing poor out-of-sample forecasts. This paper suggests a robust regression approach, based on the S-estimation method, to construct forecasting models that are less sensitive to data contamination by outliers. A robust linear autoregressive (RAR) and a robust neural network (RNN) models are estimated to study the predictability of two exchange rates at the 1-, 3- and 6-month horizon. We compare the predictive ability of the robust models to those of the random walk (RW), the standard linear autoregressive (AR) and neural networks (NN) models in terms of forecast accuracy and sign predictability measures. We find that robust models tend to improve the forecasting accuracy of the AR and of the NN at all time horizons, and even of the RW for forecasts carried out at the 1-month horizon. Robust models are also shown to have significant market timing ability at all forecast horizons.
Handbook Of International Economics
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Author : Gita Gopinath
language : en
Publisher: Elsevier
Release Date : 2014-02-22
Handbook Of International Economics written by Gita Gopinath and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-02-22 with Business & Economics categories.
What conclusions can be drawn from recent advances in international trade and international macroeconomics? New datasets, theoretical models, and empirical studies have resulted in fresh questions about the world trade and payment system. These chapters--six on trade and six on international macroeconomics--reveal the richness that researchers have uncovered in recent years. The chapters on foreign trade present, among other subjects, new integrated multisector analytical frameworks, the use of gravity equations for the estimation of trade flows, the role of domestic institutions in shaping comparative advantage, and international trade agreements. On international macroeconomics, chapters explore the relation between exchange rates and other macroeconomic variables; risk sharing, allocation of capital across countries, and current account dynamics; and sovereign debt and financial crises. By addressing new issues while enabling deeper and sharper analyses of old issues, this volume makes a significant contribution to our understanding of the global economy. Systematically illuminates and interprets recent developments in research on international trade and international macroeconomics Focuses on newly developing questions and opportunities for future research Presents multiple perspectives on ways to understand the global economy
Forecasting The Real Us Dem Exchange Rate
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Author : Biing-Shen Kuo
language : en
Publisher:
Release Date : 2007
Forecasting The Real Us Dem Exchange Rate written by Biing-Shen Kuo and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007 with categories.
The out-of-sample forecasting performances of two univariate time series presentations for the USD/DEM real exchange rate are compared using quarterly data for the period 1957Q1-1998Q4. The linear AR process is frequently fitted to real exchange rate series because it is sufficient for capturing the reported slow mean reversion in real exchange rates and it has some predictive ability for the long run. A simple nonlinear alternative, the threshold autoregressive (TAR) model, allows for the possibility that there is a band of slow or no convergence around the purchasing power parity level in the real exchange rate, due to transportation costs or other market frictions that create barriers to arbitrage. The TAR model is theoretically and empirically appealing, and it has been fitted to real exchange rates in many recent papers. However, the ultimate test of its usefulness is its out-of-sample forecasting accuracy. We compare the TAR model to its simple linear AR alternative in terms of out-of-sample forecast accuracy. Preliminary results using the RMSE criterion indicate that TAR forecasts are more sensitive to the estimation period and that they involve considerably more uncertainty at long horizons, as compared with the simple AR model.