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Error bound method and its application to the LMS...
Journal article

Error bound method and its application to the LMS algorithm

Abstract

A method to determine a bound on the error performance of an adaptive filter due to roundoff effects is described. The method converts the analysis of a recursive algorithm into two much simpler sub-problems: convergence and momentary error. To apply the method, the input data has to be bounded. By classifying convergence into different categories according to their rates, it is observed that adaptive filtering algorithms that belong to a …

Authors

Leung H; Haykin S

Journal

IEEE Transactions on Signal Processing, Vol. 39, No. 2, pp. 354–358

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Publication Date

1991

DOI

10.1109/78.80818

ISSN

1053-587X