Determination of autoregressive coefficients using Complex-Valued Neural Network

This paper discusses a new approach for Complex Autoregressive(CAR) model parameter estimation using Complex-Valued Neural Network (CVNN) technique. The CAR coefficients are computed from the adaptive weights and linear coefficients of the multi layer CVNN. The performance of the proposed technique...

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Main Authors:	Aibinu, Abiodun Musa, Salami, Momoh Jimoh Emiyoka, Shafie, Amir Akramin
格式:	Conference or Workshop Item
語言:	English
出版:	2009
主題:	T Technology (General)
在線閱讀:	http://irep.iium.edu.my/4926/1/CAR-USA.pdf http://irep.iium.edu.my/4926/ http://bsi2009.org/
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id	my.iium.irep.4926
record_format	dspace
spelling	my.iium.irep.49262012-01-29T08:54:24Z http://irep.iium.edu.my/4926/ Determination of autoregressive coefficients using Complex-Valued Neural Network Aibinu, Abiodun Musa Salami, Momoh Jimoh Emiyoka Shafie, Amir Akramin T Technology (General) This paper discusses a new approach for Complex Autoregressive(CAR) model parameter estimation using Complex-Valued Neural Network (CVNN) technique. The CAR coefficients are computed from the adaptive weights and linear coefficients of the multi layer CVNN. The performance of the proposed technique has been evaluated using simulated Complex-Valued Data (CVD) with three different types of linear activation functions. The results show that the proposed method can accurately determine CAR coefficients for a properly trained CVNN. 2009-06-24 Conference or Workshop Item REM application/pdf en http://irep.iium.edu.my/4926/1/CAR-USA.pdf Aibinu, Abiodun Musa and Salami, Momoh Jimoh Emiyoka and Shafie, Amir Akramin (2009) Determination of autoregressive coefficients using Complex-Valued Neural Network. In: The 6th International Workshop on Biosignal Interpretation (BSI), 24 - 26 Jun 2009, Yale University New Haven, CT, USA. http://bsi2009.org/
institution	Universiti Islam Antarabangsa Malaysia
building	IIUM Library
collection	Institutional Repository
continent	Asia
country	Malaysia
content_provider	International Islamic University Malaysia
content_source	IIUM Repository (IREP)
url_provider	http://irep.iium.edu.my/
language	English
topic	T Technology (General)
spellingShingle	T Technology (General) Aibinu, Abiodun Musa Salami, Momoh Jimoh Emiyoka Shafie, Amir Akramin Determination of autoregressive coefficients using Complex-Valued Neural Network
description	This paper discusses a new approach for Complex Autoregressive(CAR) model parameter estimation using Complex-Valued Neural Network (CVNN) technique. The CAR coefficients are computed from the adaptive weights and linear coefficients of the multi layer CVNN. The performance of the proposed technique has been evaluated using simulated Complex-Valued Data (CVD) with three different types of linear activation functions. The results show that the proposed method can accurately determine CAR coefficients for a properly trained CVNN.
format	Conference or Workshop Item
author	Aibinu, Abiodun Musa Salami, Momoh Jimoh Emiyoka Shafie, Amir Akramin
author_facet	Aibinu, Abiodun Musa Salami, Momoh Jimoh Emiyoka Shafie, Amir Akramin
author_sort	Aibinu, Abiodun Musa
title	Determination of autoregressive coefficients using Complex-Valued Neural Network
title_short	Determination of autoregressive coefficients using Complex-Valued Neural Network
title_full	Determination of autoregressive coefficients using Complex-Valued Neural Network
title_fullStr	Determination of autoregressive coefficients using Complex-Valued Neural Network
title_full_unstemmed	Determination of autoregressive coefficients using Complex-Valued Neural Network
title_sort	determination of autoregressive coefficients using complex-valued neural network
publishDate	2009
url	http://irep.iium.edu.my/4926/1/CAR-USA.pdf http://irep.iium.edu.my/4926/ http://bsi2009.org/
_version_	1643605441967554560

Determination of autoregressive coefficients using Complex-Valued Neural Network

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