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The Realisation of Finite-Sample Frequency-Selective Filters

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Author Info
Prof D.S.G. Pollock ()

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Abstract

This paper shows how a frequency-selective filter that is applicable to short trended data sequences can be implemented via a frequency-domain approach. A filtered sequence can be obtained by multiplying the Fourier ordinates of the data by the ordinates of the frequency response of the filter and by applying the inverse Fourier transform to carry the product back into the time domain. Using this technique, it is possible, within the constraints of a finite sample, to design an ideal frequency-selective filter that will preserve all elements within a specified range of frequencies and that will remove all elements outside it. Approximations to ideal filters that are implemented in the time domain are commonly based on truncated versions of the infinite sequences of coefficients derived from the Fourier transforms of rectangular frequency response functions. An alternative to truncating an infinite sequence of coefficients is to wrap it around a circle of a circumference equal in length to the data sequence and to add the overlying coefficients. The coefficients of the wrapped filter can also be obtained by applying a discrete Fourier transform to a set of ordinates sampled from the frequency response function. Applying the coefficients to the data via circular convolution produces results that are identical to those obtained by a multiplication in the frequency domain, which constitutes a more efficient approach.

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File URL: http://www.le.ac.uk/economics/research/RePEc/lec/leecon/dp08-13.pdf
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Publisher Info
Paper provided by Department of Economics, University of Leicester in its series Discussion Papers in Economics with number 08/13.

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Date of creation: Apr 2008
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Handle: RePEc:lec:leecon:08/13

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Related research
Keywords: Linear filtering; Frequency-domain analysis;

Find related papers by JEL classification:
C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions

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  1. Stephen Pollock, 2000. "Circulant Matrices and Time-series Analysis," Working Papers 422, Queen Mary, University of London, Department of Economics. [Downloadable!]
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