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Bootstrap Statistical Tests of Rank Determination for System Identification

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Author Info
Gonzalo Camba-Mendez (European Central Bank)
George Kapetanios () (Queen Mary, University of London)

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Abstract

Identification in the context of multivariate state space modelling involves the specification of the dimension of the state vector. One identification approach requires an estimate of the rank of a Hankel matrix. The most frequently used approaches of rank determination rely on information criteria methods. This paper evaluates the performance of some asymptotic tests of rank determination together with their bootstrapped versions against standard information criteria methods. This study is conducted through simulation experiments. Results show that the bootstrapped procedures significantly improve upon the performance of the corresponding asymptotic tests, and are proved better than standard Information Criterion methods.

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File URL: http://www.econ.qmul.ac.uk/papers/doc/wp468.pdf
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Publisher Info
Paper provided by Queen Mary, University of London, Department of Economics in its series Working Papers with number 468.

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Date of creation: Nov 2002
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Handle: RePEc:qmw:qmwecw:wp468

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Related research
Keywords: Rank Bootstrap Monte Carlo System identification Hankel operator

Find related papers by JEL classification:
C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Hypothesis Testing
C15 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Statistical Simulation Methods
C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models

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