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The Recursive Algorithms of Yule-Walker Equation in Generalized Stationary Prediction

Authors :
Xiao Feng Zhu
Er Yan Zhang
Source :
Advanced Materials Research. :3070-3073
Publication Year :
2013
Publisher :
Trans Tech Publications, Ltd., 2013.

Abstract

Toeplitz matrix arises in a remarkable variety of applications such as signal processing, time series analysis, image processing. Yule-Walker equation in generalized stationary prediction is linear algebraic equations that use Toeplitz matrix as coefficient matrix. Making better use of the structure of Toeplitz matrix, we present a recursive algorithm of linear algebraic equations from by using Toeplitz matrix as coefficient matrix , and also offer the proof of the recursive formula. The algorithm, making better use of the structure of Toeplitz matrices, effectively reduces calculation cost. For n-order Toeplitz coefficient matrix, the computational complexity of usual Gaussian elimination is about , while this algorithm is about , decreasing of one order of magnitude.

Details

ISSN :
16628985
Database :
OpenAIRE
Journal :
Advanced Materials Research
Accession number :
edsair.doi...........63803550a7b455097537f87332d2178c