Download or read book Foreign Exchange Rate Forecasting with Artificial Neural Networks written by Lean Yu and published by Springer Science & Business Media. This book was released on 2010-02-26 with total page 323 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on forecasting foreign exchange rates via artificial neural networks (ANNs), creating and applying the highly useful computational techniques of Artificial Neural Networks (ANNs) to foreign-exchange rate forecasting. The result is an up-to-date review of the most recent research developments in forecasting foreign exchange rates coupled with a highly useful methodological approach to predicting rate changes in foreign currency exchanges.

Download or read book Foreign Exchange Rate Forecasting with Artificial Neural Networks written by Lean Yu and published by Springer Science & Business Media. This book was released on 2007-08-02 with total page 348 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book focuses on forecasting foreign exchange rates via artificial neural networks. It creates and applies the highly useful computational techniques of Artificial Neural Networks (ANNs) to foreign-exchange-rate forecasting. The result is an up-to-date review of the most recent research developments in forecasting foreign exchange rates coupled with a highly useful methodological approach to predicting rate changes in foreign currency exchanges. Foreign Exchange Rate Forecasting with Artificial Neural Networks is targeted at both the academic and practitioner audiences. Managers, analysts and technical practitioners in financial institutions across the world will have considerable interest in the book, and scholars and graduate students studying financial markets and business forecast will also have considerable interest in the book. The book discusses the most important advances in foreign-exchange-rate forecasting and then systematically develops a number of new, innovative, and creatively crafted neural network models that reduce the volatility and speculative risk in the forecasting of foreign exchange rates. The book discusses and illustrates three general types of ANN models. Each of these model types reflect the following innovative and effective characteristics: (1) The first model type is a three-layer, feed-forward neural network with instantaneous learning rates and adaptive momentum factors that produce learning algorithms (both online and offline algorithms) to predict foreign exchange rates. (2) The second model type is the three innovative hybrid learning algorithms that have been created by combining ANNs with exponential smoothing, generalized linear auto-regression, and genetic algorithms. Each of these three hybrid algorithms has been crafted to forecast various aspects synergetic performance. (3) The third model type is the three innovative ensemble learning algorithms that combining multiple neural networks into an ensemble output. Empirical results reveal that these creative models can produce better performance with high accuracy or high efficiency.

Download or read book Exchange Rate Forecasting Techniques Survey Data and Implications for the Foreign Exchange Market written by International Monetary Fund and published by International Monetary Fund. This book was released on 1990-05-01 with total page 32 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Download or read book Forecasting and Hedging in the Foreign Exchange Markets written by Christian Ullrich and published by Springer Science & Business Media. This book was released on 2009-05-30 with total page 206 pages. Available in PDF, EPUB and Kindle. Book excerpt: Historical and recent developments at international ?nancial markets show that it is easy to loose money, while it is dif?cult to predict future developments and op- mize decision-making towards maximizing returns and minimizing risk. One of the reasons of our inability to make reliable predictions and to make optimal decisions is the growing complexity of the global economy. This is especially true for the f- eign exchange market (FX market) which is considered as one of the largest and most liquid ?nancial markets. Its grade of ef?ciencyand its complexityis one of the starting points of this volume. From the high complexity of the FX market, Christian Ullrich deduces the - cessity to use tools from machine learning and arti?cial intelligence, e.g., support vector machines, and to combine such methods with sophisticated ?nancial mod- ing techniques. The suitability of this combination of ideas is demonstrated by an empirical study and by simulation. I am pleased to introduce this book to its - dience, hoping that it will provide the reader with interesting ideas to support the understanding of FX markets and to help to improve risk management in dif?cult times. Moreover, I hope that its publication will stimulate further research to contribute to the solution of the many open questions in this area.

Download or read book Currency Forecasting written by Michael Roy Rosenberg and published by . This book was released on 1996 with total page 408 pages. Available in PDF, EPUB and Kindle. Book excerpt: This text explains the methods and aspects of exchange rate forecasting, including purchasing power, parity, interest rate differentials and technical analysis. Guidelines for reducing risk with forecasting strategies are included, as are techniques for co

Download or read book Exchange Rate Determination written by Michael Rosenberg and published by McGraw Hill Professional. This book was released on 2003-05-19 with total page 300 pages. Available in PDF, EPUB and Kindle. Book excerpt: Models and Strategies for Exchange Rate ForecastingMichael R. RosenbergGetting an accurate exchange rate is critical for any company doing business in today's global economy. Exchange Rate Determination--written by the number one-ranked foreign exchange team in the world--examines the methods used to accurately and profitably forecast foreign exchange rates. This hands-on guidebook uses extensive charts and tables to examine currency option markets, productivity trends and exchange rates; technical analysis methods to improve currency forecasting accuracy; and more.

Download or read book Financial Risk Forecasting written by Jon Danielsson and published by John Wiley & Sons. This book was released on 2011-04-20 with total page 307 pages. Available in PDF, EPUB and Kindle. Book excerpt: Financial Risk Forecasting is a complete introduction to practical quantitative risk management, with a focus on market risk. Derived from the authors teaching notes and years spent training practitioners in risk management techniques, it brings together the three key disciplines of finance, statistics and modeling (programming), to provide a thorough grounding in risk management techniques. Written by renowned risk expert Jon Danielsson, the book begins with an introduction to financial markets and market prices, volatility clusters, fat tails and nonlinear dependence. It then goes on to present volatility forecasting with both univatiate and multivatiate methods, discussing the various methods used by industry, with a special focus on the GARCH family of models. The evaluation of the quality of forecasts is discussed in detail. Next, the main concepts in risk and models to forecast risk are discussed, especially volatility, value-at-risk and expected shortfall. The focus is both on risk in basic assets such as stocks and foreign exchange, but also calculations of risk in bonds and options, with analytical methods such as delta-normal VaR and duration-normal VaR and Monte Carlo simulation. The book then moves on to the evaluation of risk models with methods like backtesting, followed by a discussion on stress testing. The book concludes by focussing on the forecasting of risk in very large and uncommon events with extreme value theory and considering the underlying assumptions behind almost every risk model in practical use – that risk is exogenous – and what happens when those assumptions are violated. Every method presented brings together theoretical discussion and derivation of key equations and a discussion of issues in practical implementation. Each method is implemented in both MATLAB and R, two of the most commonly used mathematical programming languages for risk forecasting with which the reader can implement the models illustrated in the book. The book includes four appendices. The first introduces basic concepts in statistics and financial time series referred to throughout the book. The second and third introduce R and MATLAB, providing a discussion of the basic implementation of the software packages. And the final looks at the concept of maximum likelihood, especially issues in implementation and testing. The book is accompanied by a website - www.financialriskforecasting.com – which features downloadable code as used in the book.

Download or read book Three Lines Forecasting Forex Price Action B w Paper written by R. Rana and published by Createspace Independent Publishing Platform. This book was released on 2016-02-01 with total page 164 pages. Available in PDF, EPUB and Kindle. Book excerpt: Three Lines is a practical guide to foreign exchange trading that offers a simple strategy for forecasting future price movements based on the fundamental economic mechanism of demand and supply. Just a few years ago, it was nearly impossible for the average investor to trade in the forex market online. What was once the domain of corporations, large financial institutions, central banks, hedge funds, and very wealthy individuals is now open to just about anyone with an Internet connection. Today, the forex is one of the largest financial markets in the world. The forex market is driven by demand and supply. The primary purpose of this book is to show how a trader can effectively predict the next price move, once he knows how to spot demand and supply imbalance points on what are known as candlestick charts. Topics covered include: Introduction to the foreign exchange Technical analysis Trends in forex markets Demand and supply zones Trading psychology Money management tips Trading plans Using the Metatrader 4 platform Whether you're a novice or a professional trader, you're sure to gain something new from the in-depth information and pragmatic advice provided in this book.

Download or read book Handbook of Exchange Rates written by Jessica James and published by John Wiley & Sons. This book was released on 2012-05-29 with total page 674 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Download or read book Capital Markets and Investment Decision Making written by Raj S. Dhankar and published by Springer. This book was released on 2019-04-25 with total page 357 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book discusses capital markets and investment decision-making, focusing on the globalisation of the world economy. It presents empirically tested results from Indian and Southwest Asian stock markets and offers valuable insights into the working of Indian capital markets. The book is divided into four parts: the first part examines capital-market operations, particularly clearance and settlement processes, and stock market operations. The second part then addresses the functioning of global markets and investment decisions; more specifically it explores calendar anomalies, dependencies, overreaction effect, causality effect and stock returns volatility in South Asia, U.S. and global stock markets as a whole. Part three covers issues relating to capital structure, values of firm and investment strategies. Lastly, part four discusses emerging issues in finance like behavioral finance, Islamic finance, and international financial reporting standards. The book fills the gap in the existing finance literature and helps fund managers and individual investors make more accurate investment decisions.

Download or read book Foreign Exchange Rates written by ARIF ORCUN. SOYLEMEZ and published by Routledge. This book was released on 2022-08-29 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides an in-depth assessment of the use of novel statistical approaches and machine learning tools in predicting foreign exchange rate movement.

Download or read book Exchange Rate Expectations written by International Monetary Fund and published by International Monetary Fund. This book was released on 1990-06-01 with total page 36 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper presents a brief survey of the empirical literature on survey-based exchange rate expectations. The literature in general supports the presence of a non-zero risk premium and rejects the hypothesis of rational expectations. The crucial result is that, while short-run expectations tend to move away from some long-run “normal” values, long-run expectations tend to regress toward them. If this nature of short-run expectations increases the volatility of exchange rate movements, there may be a basis for some official measure to minimize short-run exchange rate movements.

Download or read book The Big Data Driven Digital Economy Artificial and Computational Intelligence written by Abdalmuttaleb M. A. Musleh Al-Sartawi and published by Springer Nature. This book was released on 2021-05-28 with total page 472 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book shows digital economy has become one of the most sought out solutions to sustainable development and economic growth of nations. This book discusses the implications of both artificial intelligence and computational intelligence in the digital economy providing a holistic view on AI education, economics, finance, sustainability, ethics, governance, cybersecurity, blockchain, and knowledge management. Unlike other books, this book brings together two important areas, intelligence systems and big data in the digital economy, with special attention given to the opportunities, challenges, for education, business growth, and economic progression of nations. The chapters hereby focus on how societies can take advantage and manage data, as well as the limitations they face due to the complexity of resources in the form of digital data and the intelligence which will support economists, financial managers, engineers, ICT specialists, digital managers, data managers, policymakers, regulators, researchers, academics, students, economic development strategies, and the efforts made by the UN towards achieving their sustainability goals.

Download or read book NBER Macroeconomics Annual 2007 written by Daron Acemoglu and published by . This book was released on 2008-03 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The NBER Macroeconomics Annual provides a forum for important debates in contemporary macroeconomics and major developments in the theory of macroeconomic analysis and policy that include leading economists from a variety of fields. The papers and accompanying discussions in NBER Macroeconomics Annual 2007 address exchange-rate models; implications of credit market frictions; cyclical budgetary policy and economic growth; the impacts of shocks to government spending on consumption, real wages, and employment; dynamic macroeconomic models; and the role of cyclical entry of new firms and products on the nature of business-cycle fluctuations and on the effects of monetary policy.

Download or read book Exchange Rate Economics written by Ronald MacDonald and published by Routledge. This book was released on 2005 with total page 334 pages. Available in PDF, EPUB and Kindle. Book excerpt: ''In summary, the book is valuable as a textbook both at the advanced undergraduate level and at the graduate level. It is also very useful for the economist who wants to be brought up-to-date on theoretical and empirical research on exchange rate behaviour.'' ""Journal of International Economics""

Download or read book Imperfect Knowledge Economics written by Roman Frydman and published by Princeton University Press. This book was released on 2023-09-26 with total page 368 pages. Available in PDF, EPUB and Kindle. Book excerpt: Posing a major challenge to economic orthodoxy, Imperfect Knowledge Economics asserts that exact models of purposeful human behavior are beyond the reach of economic analysis. Roman Frydman and Michael Goldberg argue that the longstanding empirical failures of conventional economic models stem from their futile efforts to make exact predictions about the consequences of rational, self-interested behavior. Such predictions, based on mechanistic models of human behavior, disregard the importance of individual creativity and unforeseeable sociopolitical change. Scientific though these explanations may appear, they usually fail to predict how markets behave. And, the authors contend, recent behavioral models of the market are no less mechanistic than their conventional counterparts: they aim to generate exact predictions of "irrational" human behavior. Frydman and Goldberg offer a long-overdue response to the shortcomings of conventional economic models. Drawing attention to the inherent limits of economists' knowledge, they introduce a new approach to economic analysis: Imperfect Knowledge Economics (IKE). IKE rejects exact quantitative predictions of individual decisions and market outcomes in favor of mathematical models that generate only qualitative predictions of economic change. Using the foreign exchange market as a testing ground for IKE, this book sheds new light on exchange-rate and risk-premium movements, which have confounded conventional models for decades. Offering a fresh way to think about markets and representing a potential turning point in economics, Imperfect Knowledge Economics will be essential reading for economists, policymakers, and professional investors.

Download or read book Handbook of International Banking written by A. W. Mullineux and published by Edward Elgar Publishing. This book was released on 2003-01-01 with total page 830 pages. Available in PDF, EPUB and Kindle. Book excerpt: 'The Handbook is especially recommended to MBA students and faculty and belongs in the reference collections of academic and research libraries. Although each chapter may serve as a self-contained unit, readers will want to look at the larger picture by comparing and contrasting articles found in each part of the work. It should prove to be a helpful source for those studying international banking, economics and finance, and international business.' – Lucy Heckman, American Reference Books Annual 2004 The Handbook of International Banking provides a clearly accessible source of reference material, covering the main developments that reveal how the internationalization and globalization of banking have developed over recent decades to the present, and analyses the creation of a new global financial architecture. The Handbook is the first of its kind in the area of international banking with contributions from leading specialists in their respective fields, often with remarkable experience in academia or professional practice. The material is provided mainly in the form of self-contained surveys, which trace the main developments in a well-defined topic, together with specific references to journal articles and working papers. Some contributions, however, disseminate new empirical findings especially where competing paradigms are evaluated. The Handbook is divided into four areas of interest. The first deals with the globalization of banking and continues on to banking structures and functions. The authors then focus on banking risks, crises and regulation and finally the evolving international financial architecture. Designed to serve as a source of supplementary reading and inspiration, the Handbook is suited to a range of courses in banking and finance including post-experience and in-house programmes for bankers and other financial services practitioners. This outstanding volume will become essential reference for policymakers, financial practitioners as well as academics and researchers in the field.