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There is strong empirical evidence that the GARCH estimates obtained from panels of financial time series cluster. In order to capture this empirical regularity, this paper introduces the Hierarchical GARCH (HG) model. The HG is a nonlinear panel specification in which the coefficients of each...
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complex and costly task. We present an integrated approach involving both intelligent data analysis and knowledge acquisition … learning and statistical techniques. We demonstrate our approach of integrating expert knowledge with data driven techniques …
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In this paper we study the zero frequency spectral properties of fractionally cointegrated long memory processes and introduce a new frequency domain principal components estimator of the cointegration space and the factor loading matrix for the long memory factors. We find that for fractionally...
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