The main purpose of this paper is to give a new representation method of the convergence characteristics of the LMS algorithm using tap-input vectors. The described representation method is an extended version of the interpretation method based on the orthogonal projection. Using this new representation, we can express the convergence characteristics in terms of tap-input vectors instead of the eigenvalues of the input signal. From this representation, we consider a general method for improving the convergence speed.
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Kiyoshi NISHIKAWA, Hitoshi KIYA, "A Representation Method of the Convergence Characteristic of the LMS Algorithm Using Tap-Input Vectors" in IEICE TRANSACTIONS on Fundamentals,
vol. E78-A, no. 10, pp. 1362-1368, October 1995, doi: .
Abstract: The main purpose of this paper is to give a new representation method of the convergence characteristics of the LMS algorithm using tap-input vectors. The described representation method is an extended version of the interpretation method based on the orthogonal projection. Using this new representation, we can express the convergence characteristics in terms of tap-input vectors instead of the eigenvalues of the input signal. From this representation, we consider a general method for improving the convergence speed.
URL: https://globals.ieice.org/en_transactions/fundamentals/10.1587/e78-a_10_1362/_p
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@ARTICLE{e78-a_10_1362,
author={Kiyoshi NISHIKAWA, Hitoshi KIYA, },
journal={IEICE TRANSACTIONS on Fundamentals},
title={A Representation Method of the Convergence Characteristic of the LMS Algorithm Using Tap-Input Vectors},
year={1995},
volume={E78-A},
number={10},
pages={1362-1368},
abstract={The main purpose of this paper is to give a new representation method of the convergence characteristics of the LMS algorithm using tap-input vectors. The described representation method is an extended version of the interpretation method based on the orthogonal projection. Using this new representation, we can express the convergence characteristics in terms of tap-input vectors instead of the eigenvalues of the input signal. From this representation, we consider a general method for improving the convergence speed.},
keywords={},
doi={},
ISSN={},
month={October},}
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TY - JOUR
TI - A Representation Method of the Convergence Characteristic of the LMS Algorithm Using Tap-Input Vectors
T2 - IEICE TRANSACTIONS on Fundamentals
SP - 1362
EP - 1368
AU - Kiyoshi NISHIKAWA
AU - Hitoshi KIYA
PY - 1995
DO -
JO - IEICE TRANSACTIONS on Fundamentals
SN -
VL - E78-A
IS - 10
JA - IEICE TRANSACTIONS on Fundamentals
Y1 - October 1995
AB - The main purpose of this paper is to give a new representation method of the convergence characteristics of the LMS algorithm using tap-input vectors. The described representation method is an extended version of the interpretation method based on the orthogonal projection. Using this new representation, we can express the convergence characteristics in terms of tap-input vectors instead of the eigenvalues of the input signal. From this representation, we consider a general method for improving the convergence speed.
ER -