Time Series In High Dimensions: The General Dynamic Factor Model

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Dimension Reduction
Dynamic Principal Components Forecasting in High Dimension
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Factor Models
High Dimension
Latent Variables
Principal Components
Structural Analysis
Time Series
Volatility in High Dimension

Product details

  • ISBN 9789813278004
  • Publication Date: 04 Aug 2020
  • Publisher: World Scientific Publishing Co Pte Ltd
  • Publication City/Country: SG
  • Product Form: Hardback
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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.