Dynamic Factor Models

Dynamic Factor Models
Author: Siem Jan Koopman
Publisher: Emerald Group Publishing
Total Pages: 685
Release: 2016-01-08
Genre: Business & Economics
ISBN: 1785603523

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This volume explores dynamic factor model specification, asymptotic and finite-sample behavior of parameter estimators, identification, frequentist and Bayesian estimation of the corresponding state space models, and applications.

The Oxford Handbook of Economic Forecasting

The Oxford Handbook of Economic Forecasting
Author: Michael P. Clements
Publisher: OUP USA
Total Pages: 732
Release: 2011-07-08
Genre: Business & Economics
ISBN: 0195398645

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Greater data availability has been coupled with developments in statistical theory and economic theory to allow more elaborate and complicated models to be entertained. These include factor models, DSGE models, restricted vector autoregressions, and non-linear models.

Dynamic Factor Models

Dynamic Factor Models
Author: Jörg Breitung
Publisher:
Total Pages: 40
Release: 2016
Genre:
ISBN:

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Factor models can cope with many variables without running into scarce degrees of freedom.

Modern Econometric Analysis

Modern Econometric Analysis
Author: Olaf Hübler
Publisher: Springer Science & Business Media
Total Pages: 236
Release: 2007-04-29
Genre: Business & Economics
ISBN: 3540326936

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In this book leading German econometricians in different fields present survey articles of the most important new methods in econometrics. The book gives an overview of the field and it shows progress made in recent years and remaining problems.

Large Dimensional Factor Analysis

Large Dimensional Factor Analysis
Author: Jushan Bai
Publisher: Now Publishers Inc
Total Pages: 90
Release: 2008
Genre: Business & Economics
ISBN: 1601981449

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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.

Time Series in High Dimension: the General Dynamic Factor Model

Time Series in High Dimension: the General Dynamic Factor Model
Author: Marc Hallin
Publisher: World Scientific Publishing Company
Total Pages: 764
Release: 2020-03-30
Genre: Business & Economics
ISBN: 9789813278004

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Factor models have become the most successful tool in the analysis and forecasting of high-dimensional time series. This monograph provides an extensive account of the so-called General Dynamic Factor Model methods. The topics covered include: asymptotic representation problems, estimation, forecasting, identification of the number of factors, identification of structural shocks, volatility analysis, and applications to macroeconomic and financial data.