High order statistics used in identification of non-Gaussian processes by means of linear prediction models
DOI:
https://doi.org/10.3103/S073527270607003XAbstract
The paper proposes methods of using high order statistics for obtaining attributes in the problem of identification of non-Gaussian processes. Application of a set of generalized lattice filters, whose parameters are calculated from moment functions of the third and fourth orders, is shown to raise the probability of correct identification.References
- KISELYOV, N.V. Methods of Building the Recognition Systems and Classification of Non-Gaussian Signals [in Russian]. Leningrad: Izd-vo Leningradskogo Un-ta, 1986.
- FOMIN, Y.A.; TARLOVSKII, G.R. Statistical Theory of Image Recognition [in Russian]. Moscow: Radio i Svyaz’, 1986.
- RABINER, L.R.; SCHAFER, R.W. Digital Processing of Speech Signals. Prentice-Hall, 1978.
- RABINER, L.R.; LEVINSON, S.E. "Isolated and connected word recognition — theory and selected applications," IEEE Trans. Commun., v.29, n.5, p.621-659, 1981. DOI: http://dx.doi.org/10.1109/TCOM.1981.1095031.
- LEE, W. Methods of Automatic Voice Recognition. Moscow: Mir, 1983 [Russian translation].
- TIKHONOV, V.A. "Obobshchennaia model avtoregressii negaussovykh protcessov," Radiotekhnika, n.132, p.78-82, 2003.
- BEZRUK, V.M.; GOLIKOV, V.S.; TIKHONOV, V.A. "Recognition of random signals described by autoregression model," Radioelectron. Commun. Syst., v.47, n.4, p.45-49, 2004. DOI: http://radioelektronika.org/article/view/S0735272704040090.
- MARPLE Jr., S.L. Digital Spectral Analysis with Applications. Prentice-Hall, 1987.
- BOX, G.E.P.; JENKINS, G.M. Time Series Analysis: Forecasting and Control. Holden-Day, 1976.
- TIKHONOV, V.I. Statistical Radio Engineering [in Russian]. Moscow, Sov. Radio, 1966.
- COWAN, C.F.N. GRANT, P.M. (eds.). Adaptive Filters. Englewood Cliffs, N.J.: Prentice-Hall, 1985.
- MALAKHOV, A.N. Cumulant Analysis of Random Non-Gaussian Processes and Their Transforms [in Russian]. Moscow: Sov. Radio, 1978.
- TIKHONOV V.A.; NETREBENKO, K.V. "Parametric estimation of the third-order spectra of the mixture of a non-Gaussian signal and Gaussian correlated interference," Radioelectron. Commun. Syst., v.48, n.2, p.24-29, 2005. URI: http://radioelektronika.org/article/view/S0735272705020044.
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Published
2006-07-03
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Research Articles