Forecasting In The Presence Of Structural Breaks And Model Uncertainty

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Forecasting in the presence of structural breaks and model uncertainty are active areas of research with implications for practical problems in forecasting. This book addresses forecasting variables from both Macroeconomics and Finance, and considers various methods of dealing with model instability and model uncertainty when forming forecasts.

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Genre : Business & Economics
Author : David E. Rapach
Publisher : Emerald Group Publishing
Release : 2008-02-29
File : 691 Pages
ISBN-13 : 9780444529428


Forecasting Financial Time Series Using Model Averaging

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Believing in a single model may be dangerous, and addressing model uncertainty by averaging different models in making forecasts may be very beneficial. In this thesis we focus on forecasting financial time series using model averaging schemes as a way to produce optimal forecasts. We derive and discuss in simulation exercises and empirical applications model averaging techniques that can reproduce stylized facts of financial time series, such as low predictability and time-varying patterns. We emphasize that model averaging is not a "magic" methodology which solves a priori problems of poorly forecasting. Averaging techniques have an essential requirement: individual models have to fit data. In the first section we provide a general outline of the thesis and its contributions to previ ous research. In Chapter 2 we focus on the use of time varying model weight combinations. In Chapter 3, we extend the analysis in the previous chapter to a new Bayesian averaging scheme that models structural instability carefully. In Chapter 4 we focus on forecasting the term structure of U.S. interest rates. In Chapter 5 we attempt to shed more light on forecasting performance of stochastic day-ahead price models. We examine six stochastic price models to forecast day-ahead prices of the two most active power exchanges in the world: the Nordic Power Exchange and the Amsterdam Power Exchange. Three of these forecasting models include weather forecasts. To sum up, the research finds an increase of forecasting power of financial time series when parameter uncertainty, model uncertainty and optimal decision making are included.

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Author : Francesco Ravazzolo
Publisher : Rozenberg Publishers
Release : 2007
File : 198 Pages
ISBN-13 : 9789051709148


Advances In Economic Forecasting

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The book's contributors assess the performance of economic forecasting methods, argue that data can be better exploited through model and forecast combination, and advocate for models that are adaptive and perform well in the presence of nonlinearity and structural change.

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Genre : Business & Economics
Author : Matthew L. Higgins
Publisher : W.E. Upjohn Institute
Release : 2011
File : 182 Pages
ISBN-13 : 9780880993937


Large Dimensional Factor Analysis

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Large Dimensional Factor Analysis provides a survey of the main theoretical results for large dimensional factor models, emphasizing results that have implications for empirical work. The authors focus on the development of the static factor models and on the use of estimated factors in subsequent estimation and inference. Large Dimensional Factor Analysis discusses how to determine the number of factors, how to conduct inference when estimated factors are used in regressions, how to assess the adequacy pf observed variables as proxies for latent factors, how to exploit the estimated factors to test unit root tests and common trends, and how to estimate panel cointegration models.

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Genre : Business & Economics
Author : Jushan Bai
Publisher : Now Publishers Inc
Release : 2008
File : 90 Pages
ISBN-13 : 9781601981448


Handbook Of Economic Forecasting

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The highly prized ability to make financial plans with some certainty about the future comes from the core fields of economics. In recent years the availability of more data, analytical tools of greater precision, and ex post studies of business decisions have increased demand for information about economic forecasting. Volumes 2A and 2B, which follows Nobel laureate Clive Granger's Volume 1 (2006), concentrate on two major subjects. Volume 2A covers innovations in methodologies, specifically macroforecasting and forecasting financial variables. Volume 2B investigates commercial applications, with sections on forecasters' objectives and methodologies. Experts provide surveys of a large range of literature scattered across applied and theoretical statistics journals as well as econometrics and empirical economics journals. The Handbook of Economic Forecasting Volumes 2A and 2B provide a unique compilation of chapters giving a coherent overview of forecasting theory and applications in one place and with up-to-date accounts of all major conceptual issues. - Focuses on innovation in economic forecasting via industry applications - Presents coherent summaries of subjects in economic forecasting that stretch from methodologies to applications - Makes details about economic forecasting accessible to scholars in fields outside economics

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Genre : Business & Economics
Author : Graham Elliott
Publisher : Elsevier
Release : 2013-10-24
File : 1386 Pages
ISBN-13 : 9780444627414


Missing Data Methods

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Part of the "Advances in Econometrics" series, this title contains chapters covering topics such as: Missing-Data Imputation in Nonstationary Panel Data Models; Markov Switching Models in Empirical Finance; Bayesian Analysis of Multivariate Sample Selection Models Using Gaussian Copulas; and, Consistent Estimation and Orthogonality.

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Genre : Business & Economics
Author : David M. Drukker
Publisher : Emerald Group Publishing
Release : 2011-11-30
File : 262 Pages
ISBN-13 : 9781780525273


Modeling Time Varying Unconditional Variance By Means Of A Free Knot Spline Garch Model

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The book addresses the problem of a time-varying unconditional variance of return processes utilizing a spline function. The knots of the spline functions are estimated as free parameters within a joined estimation process together with the parameters of the mean, the conditional variance and the spline function. With the help of this method, the knots are placed in regions where the unconditional variance is not smooth. The results are tested within an extensive simulation study and an empirical study employing the S&P500 index.

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Genre : Business & Economics
Author : Oliver Old
Publisher : Springer Nature
Release : 2022-07-27
File : 260 Pages
ISBN-13 : 9783658386184


Emerging Markets

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Although emerging market economies consist of 50% of the global population, they are relatively unknown. Filling this knowledge gap, Emerging Markets: Performance, Analysis and Innovation compiles the latest research by noteworthy academics and money managers from around the world. With a focus on both traditional emerging markets and new areas, su

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Genre : Business & Economics
Author : Greg N. Gregoriou
Publisher : CRC Press
Release : 2009-06-26
File : 870 Pages
ISBN-13 : 9781439804506


Nonlinear Financial Econometrics Markov Switching Models Persistence And Nonlinear Cointegration

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This book proposes new methods to value equity and model the Markowitz efficient frontier using Markov switching models and provide new evidence and solutions to capture the persistence observed in stock returns across developed and emerging markets.

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Genre : Business & Economics
Author : Greg N. Gregoriou
Publisher : Springer
Release : 2010-12-08
File : 214 Pages
ISBN-13 : 9780230295216


Handbook Of Asian Finance

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Participants in Asian financial markets have witnessed the unprecedented growth and sophistication of their investments since the 1997 crisis. Handbook of Asian Finance: REITs, Trading, and Fund Performance analyzes the forces behind these growth rates. Insights into banking, fund performance, and the effects of trading technologies for practitioners to tax evasion, market manipulation, and corporate governance issues are all here, presented by expert scholars. Offering broader and deeper coverage than other handbooks, the Handbook of Asian Finance: REITs, Trading, and Fund Performance explains what is going on in Asia today. - Presents the only micro- and market-related analysis of pan-Asian finance available today - Explores the implications implicit in the expansion of sovereign funds and the growth of the hedge fund and real estate fund management industries - Investigates the innovations in technology that have ushered in faster capital flow and larger trading volumes

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Genre : Business & Economics
Author : David Lee Kuo Chuen
Publisher : Academic Press
Release : 2014-05-15
File : 531 Pages
ISBN-13 : 9780128010631