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Econometric Analysis of High Dimensional VARs Featuring a Dominant Unit
Pesaran, M. Hashem - 2010
This paper extends the analysis of infinite dimensional vector autoregressive models (IVAR) proposed in Chudik and Pesaran (2010) to the case where one of the variables or the cross section units in the IVAR model is dominant or pervasive. This extension is not straightforward and involves...
Persistent link: https://www.econbiz.de/10013143234
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Predicting Ordinary and Severe Recessions with a Three-State Markov-Switching Dynamic Factor Model. An Application to the German Business Cycle
Carstensen, Kai - 2017
We estimate a Markow-switching dynamic factor model with three states based on six leading business cycle indicators for Germany preselected from a broader set using the Elastic Net soft-thresholding rule. The three states represent expansions, normal recessions and severe recessions. We show...
Persistent link: https://www.econbiz.de/10012955198
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Aggregation in Large Dynamic Panels
Pesaran, M. Hashem - 2015
Carlo experiments, where we also study the estimation of the aggregate effects of micro and macro shocks. The paper …
Persistent link: https://www.econbiz.de/10013038262
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The Weekly Structure of US Stock Prices
Caporale, Guglielmo Maria; Gil-Alana, Luis A. - 2021
In this paper we use fractional integration techniques to examine the degree of integration of four US stock market indices, namely the Standard and Poor, Dow Jones, Nasdaq and NYSE, at a daily frequency from January 2005 till December 2009. We analyse the weekly structure of the series and...
Persistent link: https://www.econbiz.de/10013316133
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Exponent of Cross-Sectional Dependence : Estimation and Inference
Bailey, Natalia - 2012
An important issue in the analysis of cross-sectional dependence which has received renewed interest in the past few years is the need for a better understanding of the extent and nature of such cross dependencies. In this paper we focus on measures of cross-sectional dependence and how such...
Persistent link: https://www.econbiz.de/10013111367
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A Multiple Testing Approach to the Regularisation of Large Sample Correlation Markets
Bailey, Natalia - 2014
This paper proposes a novel regularisation method for the estimation of large covariance matrices, which makes use of …
Persistent link: https://www.econbiz.de/10013051612
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Identification and Estimation of the Environmental Kuznets Curve : Pairwise Differencing to Deal with Nonlinearity and Nonstationarity
Sen, Suphi - 2016
We propose an estimation strategy that accounts for two major problems raised in the empirical literature testing for … problems. Second, we apply nonlinear-nonstationary parametric and non-parametric estimation techniques to estimate the pairwise …
Persistent link: https://www.econbiz.de/10012993697
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Forecasting Random Walks Under Drift Instability
Pesaran, M. Hashem - 2011
This paper considers forecast averaging when the same model is used but estimation is carried out over different … estimation windows. It develops theoretical results for random walks when their drift and/or volatility are subject to one or … more structural breaks. It is shown that compared to using forecasts based on a single estimation window, averaging over …
Persistent link: https://www.econbiz.de/10012756639
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Deterministic versus Stochastic Seasonal Fractional Integration and Structural Breaks
Caporale, Guglielmo Maria; Cunado, Juncal; Gil-Alana, … - 2021
This paper considers a general model which allows for both deterministic and stochastic forms of seasonality, including fractional (stationary and nonstationary) orders of integration, and also incorporating endogenously determined structural breaks. Monte Carlo analysis shows that the suggested...
Persistent link: https://www.econbiz.de/10013317060
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A Multivariate Long-Memory Model with Structural Breaks
Caporale, Guglielmo Maria; Gil-Alana, Luis A. - 2021
This paper introduces a multivariate long-memory model with structural breaks. In the proposed framework, time series exhibit possibly fractional orders of integration which are allowed to be different in each subsample. The break date is endogenously determined using a procedure which minimises...
Persistent link: https://www.econbiz.de/10013317169