This paper deals with bispectrum estimation via autoregressive (AR) modelling of a process contaminated by additive Gaussian noise (white and coloured). Two main contributions are provided in this work. First, a comparison between the existing third order recursion (TOR) and the constrained third order mean (CTOM) methods is presented. Basically, the second method is shown to be a smoothing windowed version (i.e. a covariance‐type estimator) of the first one, achieved at the expense of the loss of the recursivity in the AR‐model order. This prior analysis has induced us to develop an alternative scheme to tackle this type of problem, which, while maintaining the main feature of the CTOM method as a covariance type estimator, is a recursive‐in‐order algorithm. This recursivity is obtained carrying out an appropriate minimization procedure of some prediction squared errors also defined here. The paper also compares, by means of simulations, this proposed method and the two existing ones.
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1 March 2000
Conceptual Paper|
March 01 2000
AR‐modelling bispectrum estimation – A comparison of existing methods and new contributions
Antolino Gallego;
Antolino Gallego
Departamento de Física Aplicada, Facultad de Ciencias, Universidad de Granada, Granada, Spain
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Diego P. Ruiz
Diego P. Ruiz
Departamento de Física Aplicada, Facultad de Ciencias, Universidad de Granada, Granada, Spain
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Publisher: Emerald Publishing
Online ISSN: 2054-5606
Print ISSN: 0332-1649
© MCB UP Limited
2000
COMPEL (2000) 19 (1): 48–69.
Citation
Gallego A, Ruiz DP (2000), "AR‐modelling bispectrum estimation – A comparison of existing methods and new contributions". COMPEL, Vol. 19 No. 1 pp. 48–69, doi: https://doi.org/10.1108/03321640010302799
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