Macroeconomic Forecasting in the Era of Big Data

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Publisher : Springer Nature
ISBN 13 : 3030311503
Total Pages : 716 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Macroeconomic Forecasting in the Era of Big Data by : Peter Fuleky

Download or read book Macroeconomic Forecasting in the Era of Big Data written by Peter Fuleky and published by Springer Nature. This book was released on 2019-11-28 with total page 716 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book surveys big data tools used in macroeconomic forecasting and addresses related econometric issues, including how to capture dynamic relationships among variables; how to select parsimonious models; how to deal with model uncertainty, instability, non-stationarity, and mixed frequency data; and how to evaluate forecasts, among others. Each chapter is self-contained with references, and provides solid background information, while also reviewing the latest advances in the field. Accordingly, the book offers a valuable resource for researchers, professional forecasters, and students of quantitative economics.

Time Series Analysis and Macroeconometric Modelling

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Author :
Publisher : Edward Elgar Publishing
ISBN 13 : 9781782541622
Total Pages : 462 pages
Book Rating : 4.5/5 (416 download)

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Book Synopsis Time Series Analysis and Macroeconometric Modelling by : Kenneth Frank Wallis

Download or read book Time Series Analysis and Macroeconometric Modelling written by Kenneth Frank Wallis and published by Edward Elgar Publishing. This book was released on 1995-01-01 with total page 462 pages. Available in PDF, EPUB and Kindle. Book excerpt: 'An excellent reference volume of this author's work, bringing together articles published over a 25 year span on the statistical analysis of economic time series, large scale macroeconomic modelling and the interface between them.' - Aslib Book Guide This major volume of essays by Kenneth F. Wallis features 28 articles published over a quarter of a century on the statistical analysis of economic time series, large-scale macroeconometric modelling, and the interface between them. The first part deals with time-series econometrics and includes significant early contributions to the development of the LSE tradition in time-series econometrics, which is the dominant British tradition and has considerable influence worldwide. Later sections discuss theoretical and practical issues in modelling seasonality and forecasting with applications in both large-scale and small-scale models. The final section summarizes the research programme of the ESRC Macroeconomic Modelling Bureau, a unique comparison project among economy-wide macroeconometric models.

Forecasting Economic Time Series

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Author :
Publisher : Academic Press
ISBN 13 : 1483273245
Total Pages : 353 pages
Book Rating : 4.4/5 (832 download)

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Book Synopsis Forecasting Economic Time Series by : C. W. J. Granger

Download or read book Forecasting Economic Time Series written by C. W. J. Granger and published by Academic Press. This book was released on 2014-05-10 with total page 353 pages. Available in PDF, EPUB and Kindle. Book excerpt: Economic Theory, Econometrics, and Mathematical Economics, Second Edition: Forecasting Economic Time Series presents the developments in time series analysis and forecasting theory and practice. This book discusses the application of time series procedures in mainstream economic theory and econometric model building. Organized into 10 chapters, this edition begins with an overview of the problem of dealing with time series possessing a deterministic seasonal component. This text then provides a description of time series in terms of models known as the time-domain approach. Other chapters consider an alternative approach, known as spectral or frequency-domain analysis, that often provides useful insights into the properties of a series. This book discusses as well a unified approach to the fitting of linear models to a given time series. The final chapter deals with the main advantage of having a Gaussian series wherein the optimal single series, least-squares forecast will be a linear forecast. This book is a valuable resource for economists.

Time Series Models for Business and Economic Forecasting

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Author :
Publisher : Cambridge University Press
ISBN 13 : 1139952129
Total Pages : 421 pages
Book Rating : 4.1/5 (399 download)

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Book Synopsis Time Series Models for Business and Economic Forecasting by : Philip Hans Franses

Download or read book Time Series Models for Business and Economic Forecasting written by Philip Hans Franses and published by Cambridge University Press. This book was released on 2014-04-24 with total page 421 pages. Available in PDF, EPUB and Kindle. Book excerpt: With a new author team contributing decades of practical experience, this fully updated and thoroughly classroom-tested second edition textbook prepares students and practitioners to create effective forecasting models and master the techniques of time series analysis. Taking a practical and example-driven approach, this textbook summarises the most critical decisions, techniques and steps involved in creating forecasting models for business and economics. Students are led through the process with an entirely new set of carefully developed theoretical and practical exercises. Chapters examine the key features of economic time series, univariate time series analysis, trends, seasonality, aberrant observations, conditional heteroskedasticity and ARCH models, non-linearity and multivariate time series, making this a complete practical guide. Downloadable datasets are available online.

Forecasting Non-stationary Economic Time Series

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Author :
Publisher : MIT Press
ISBN 13 : 9780262531894
Total Pages : 398 pages
Book Rating : 4.5/5 (318 download)

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Book Synopsis Forecasting Non-stationary Economic Time Series by : Michael P. Clements

Download or read book Forecasting Non-stationary Economic Time Series written by Michael P. Clements and published by MIT Press. This book was released on 1999 with total page 398 pages. Available in PDF, EPUB and Kindle. Book excerpt: This text on economic forecasting asks why some practices seem to work empirically despite a lack of formal support from theory. After reviewing the conventional approach to forecasting, it looks at the implications for causal modelling, presents forecast errors and delineates sources of failure.

Time Series Techniques for Economists

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Publisher : Cambridge University Press
ISBN 13 : 9780521405744
Total Pages : 392 pages
Book Rating : 4.4/5 (57 download)

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Book Synopsis Time Series Techniques for Economists by : Terence C. Mills

Download or read book Time Series Techniques for Economists written by Terence C. Mills and published by Cambridge University Press. This book was released on 1990 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: The application of time series techniques in economics has become increasingly important, both for forecasting purposes and in the empirical analysis of time series in general. In this book, Terence Mills not only brings together recent research at the frontiers of the subject, but also analyses the areas of most importance to applied economics. It is an up-to-date text which extends the basic techniques of analysis to cover the development of methods that can be used to analyse a wide range of economic problems. The book analyses three basic areas of time series analysis: univariate models, multivariate models, and non-linear models. In each case the basic theory is outlined and then extended to cover recent developments. Particular emphasis is placed on applications of the theory to important areas of applied economics and on the computer software and programs needed to implement the techniques. This book clearly distinguishes itself from its competitors by emphasising the techniques of time series modelling rather than technical aspects such as estimation, and by the breadth of the models considered. It features many detailed real-world examples using a wide range of actual time series. It will be useful to econometricians and specialists in forecasting and finance and accessible to most practitioners in economics and the allied professions.

Modelling Trends and Cycles in Economic Time Series

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Author :
Publisher : Springer Nature
ISBN 13 : 3030763595
Total Pages : 219 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Modelling Trends and Cycles in Economic Time Series by : Terence C. Mills

Download or read book Modelling Trends and Cycles in Economic Time Series written by Terence C. Mills and published by Springer Nature. This book was released on 2021-07-29 with total page 219 pages. Available in PDF, EPUB and Kindle. Book excerpt: Modelling trends and cycles in economic time series has a long history, with the use of linear trends and moving averages forming the basic tool kit of economists until the 1970s. Several developments in econometrics then led to an overhaul of the techniques used to extract trends and cycles from time series. In this second edition, Terence Mills expands on the research in the area of trends and cycles over the last (almost) two decades, to highlight to students and researchers the variety of techniques and the considerations that underpin their choice for modelling trends and cycles.

Economic Time Series

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Publisher : CRC Press
ISBN 13 : 1439846588
Total Pages : 544 pages
Book Rating : 4.4/5 (398 download)

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Book Synopsis Economic Time Series by : William R. Bell

Download or read book Economic Time Series written by William R. Bell and published by CRC Press. This book was released on 2018-11-14 with total page 544 pages. Available in PDF, EPUB and Kindle. Book excerpt: Economic Time Series: Modeling and Seasonality is a focused resource on analysis of economic time series as pertains to modeling and seasonality, presenting cutting-edge research that would otherwise be scattered throughout diverse peer-reviewed journals. This compilation of 21 chapters showcases the cross-fertilization between the fields of time s

Forecasting Economic Time Series

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Author :
Publisher : Cambridge University Press
ISBN 13 : 9780521634809
Total Pages : 402 pages
Book Rating : 4.6/5 (348 download)

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Book Synopsis Forecasting Economic Time Series by : Michael Clements

Download or read book Forecasting Economic Time Series written by Michael Clements and published by Cambridge University Press. This book was released on 1998-10-08 with total page 402 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a formal analysis of the models, procedures, and measures of economic forecasting with a view to improving forecasting practice. David Hendry and Michael Clements base the analyses on assumptions pertinent to the economies to be forecast, viz. a non-constant, evolving economic system, and econometric models whose form and structure are unknown a priori. The authors find that conclusions which can be established formally for constant-parameter stationary processes and correctly-specified models often do not hold when unrealistic assumptions are relaxed. Despite the difficulty of proceeding formally when models are mis-specified in unknown ways for non-stationary processes that are subject to structural breaks, Hendry and Clements show that significant insights can be gleaned. For example, a formal taxonomy of forecasting errors can be developed, the role of causal information clarified, intercept corrections re-established as a method for achieving robustness against forms of structural change, and measures of forecast accuracy re-interpreted.

The Econometric Analysis of Time Series

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Author :
Publisher : MIT Press
ISBN 13 : 9780262081894
Total Pages : 418 pages
Book Rating : 4.0/5 (818 download)

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Book Synopsis The Econometric Analysis of Time Series by : Andrew C. Harvey

Download or read book The Econometric Analysis of Time Series written by Andrew C. Harvey and published by MIT Press. This book was released on 1990 with total page 418 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Econometric Analysis of Time Series focuses on the statistical aspects of model building, with an emphasis on providing an understanding of the main ideas and concepts in econometrics rather than presenting a series of rigorous proofs.

Analysis of Economic Time Series

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Publisher : Academic Press
ISBN 13 : 1483218880
Total Pages : 495 pages
Book Rating : 4.4/5 (832 download)

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Book Synopsis Analysis of Economic Time Series by : Marc Nerlove

Download or read book Analysis of Economic Time Series written by Marc Nerlove and published by Academic Press. This book was released on 2014-05-10 with total page 495 pages. Available in PDF, EPUB and Kindle. Book excerpt: Analysis of Economic Time Series: A Synthesis integrates several topics in economic time-series analysis, including the formulation and estimation of distributed-lag models of dynamic economic behavior; the application of spectral analysis in the study of the behavior of economic time series; and unobserved-components models for economic time series and the closely related problem of seasonal adjustment. Comprised of 14 chapters, this volume begins with a historical background on the use of unobserved components in the analysis of economic time series, followed by an Introduction to the theory of stationary time series. Subsequent chapters focus on the spectral representation and its estimation; formulation of distributed-lag models; elements of the theory of prediction and extraction; and formulation of unobserved-components models and canonical forms. Seasonal adjustment techniques and multivariate mixed moving-average autoregressive time-series models are also considered. Finally, a time-series model of the U.S. cattle industry is presented. This monograph will be of value to mathematicians, economists, and those interested in economic theory, econometrics, and mathematical economics.

Periodic Time Series Models

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Publisher : OUP Oxford
ISBN 13 : 0191529265
Total Pages : 166 pages
Book Rating : 4.1/5 (915 download)

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Book Synopsis Periodic Time Series Models by : Philip Hans Franses

Download or read book Periodic Time Series Models written by Philip Hans Franses and published by OUP Oxford. This book was released on 2004-03-25 with total page 166 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book considers periodic time series models for seasonal data, characterized by parameters that differ across the seasons, and focuses on their usefulness for out-of-sample forecasting. Providing an up-to-date survey of the recent developments in periodic time series, the book presents a large number of empirical results. The first part of the book deals with model selection, diagnostic checking and forecasting of univariate periodic autoregressive models. Tests for periodic integration, are discussed, and an extensive discussion of the role of deterministic regressors in testing for periodic integration and in forecasting is provided. The second part discusses multivariate periodic autoregressive models. It provides an overview of periodic cointegration models, as these are the most relevant. This overview contains single-equation type tests and a full-system approach based on generalized method of moments. All methods are illustrated with extensive examples, and the book will be of interest to advanced graduate students and researchers in econometrics, as well as practitioners looking for an understanding of how to approach seasonal data.

Forecasting Economic Time Series

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Publisher :
ISBN 13 :
Total Pages : 428 pages
Book Rating : 4.F/5 ( download)

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Book Synopsis Forecasting Economic Time Series by : Clive William John Granger

Download or read book Forecasting Economic Time Series written by Clive William John Granger and published by . This book was released on 1977 with total page 428 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book has been updated to reflect developments in time series analysis and forecasting theory and practice, particularly as applied to economics. The second edition pays attention to such problems as how to evaluate and compare forecasts.

Introduction to Modern Time Series Analysis

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Publisher : Springer Science & Business Media
ISBN 13 : 9783540687351
Total Pages : 288 pages
Book Rating : 4.6/5 (873 download)

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Book Synopsis Introduction to Modern Time Series Analysis by : Gebhard Kirchgässner

Download or read book Introduction to Modern Time Series Analysis written by Gebhard Kirchgässner and published by Springer Science & Business Media. This book was released on 2008-08-27 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents modern developments in time series econometrics that are applied to macroeconomic and financial time series. It contains the most important approaches to analyze time series which may be stationary or nonstationary.

Time Series Models for Business and Economic Forecasting

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Author :
Publisher : Cambridge University Press
ISBN 13 : 9780521584043
Total Pages : 296 pages
Book Rating : 4.5/5 (84 download)

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Book Synopsis Time Series Models for Business and Economic Forecasting by : Philip Hans Franses

Download or read book Time Series Models for Business and Economic Forecasting written by Philip Hans Franses and published by Cambridge University Press. This book was released on 1998-10-15 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: Time Series Models for Business and Economic Forecasting is the most up-to-date and accessible guide to one of the fastest growing areas in business and economic analysis. The author is regarded as one of the most accomplished econometricians in Europe and this book is based on his highly successful lecture program for multidisciplinary, graduate and upper level undergraduate students. Early chapters of the book focus on the typical features of time series data in business and economics. Later chapters are concerned with the discussion of some important concepts in time series analysis, the techniques that can be readily applied in practice, different modeling methods and model structures, multivariate time, and the common aspects across time series.

Aspects of Macroeconometric Time Series Modelling

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Publisher :
ISBN 13 :
Total Pages : 806 pages
Book Rating : 4.:/5 (222 download)

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Book Synopsis Aspects of Macroeconometric Time Series Modelling by : Jeremy Paul Duncan Smith

Download or read book Aspects of Macroeconometric Time Series Modelling written by Jeremy Paul Duncan Smith and published by . This book was released on 1991 with total page 806 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Macroeconometrics

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Publisher : Springer Science & Business Media
ISBN 13 : 940110669X
Total Pages : 575 pages
Book Rating : 4.4/5 (11 download)

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Book Synopsis Macroeconometrics by : Kevin D. Hoover

Download or read book Macroeconometrics written by Kevin D. Hoover and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 575 pages. Available in PDF, EPUB and Kindle. Book excerpt: Each chapter of Macroeconometrics is written by respected econometricians in order to provide useful information and perspectives for those who wish to apply econometrics in macroeconomics. The chapters are all written with clear methodological perspectives, making the virtues and limitations of particular econometric approaches accessible to a general readership familiar with applied macroeconomics. The real tensions in macroeconometrics are revealed by the critical comments from different econometricians, having an alternative perspective, which follow each chapter.