Multivariate relationship modeling using nested fuzzy cognitive map

Soft computing is an alternative to hard and classic math models especially when it comes to uncertain and incomplete data. This includes regression and relationship modeling of highly interrelated variables with applications in curve fitting, interpolation, classification, supervised learning, gene...

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Main Authors:	Motlagh, O., Papageorgiou, E.l., Tang, S.H., Zamberi Jamaludin
Format:	Article
Language:	English
Published:	Universiti Kebangsaan Malaysia 2014
Online Access:	http://journalarticle.ukm.my/8051/ http://journalarticle.ukm.my/8051/ http://journalarticle.ukm.my/8051/1/19_O._Motlagh.pdf

id	ukm-8051
recordtype	eprints
spelling	ukm-80512016-12-14T06:46:03Z http://journalarticle.ukm.my/8051/ Multivariate relationship modeling using nested fuzzy cognitive map Motlagh, O. Papageorgiou, E.l. Tang, S.H. Zamberi Jamaludin, Soft computing is an alternative to hard and classic math models especially when it comes to uncertain and incomplete data. This includes regression and relationship modeling of highly interrelated variables with applications in curve fitting, interpolation, classification, supervised learning, generalization, unsupervised learning and forecast. Fuzzy cognitive map (FCM) is a recurrent neural structure that encompasses all possible connections including relationships among inputs, inputs to outputs and feedbacks. This article examines a new methods for nonlinear multivariate regression using fuzzy cognitive map. The main contribution is the application of nested FCM structure to define edge weights in form of meaningful functions rather than crisp values. There are example cases in this article which serve as a platform to modelling even more complex engineering systems. The obtained results, analysis and comparison with similar techniques are included to show the robustness and accuracy of the developed method in multivariate regression, along with future lines of research. Universiti Kebangsaan Malaysia 2014-11 Article PeerReviewed application/pdf en http://journalarticle.ukm.my/8051/1/19_O._Motlagh.pdf Motlagh, O. and Papageorgiou, E.l. and Tang, S.H. and Zamberi Jamaludin, (2014) Multivariate relationship modeling using nested fuzzy cognitive map. Sains Malaysiana, 43 (11). pp. 1781-1790. ISSN 0126-6039 http://www.ukm.my/jsm/
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Kebangasaan Malaysia
building	UKM Institutional Repository
collection	Online Access
language	English
description	Soft computing is an alternative to hard and classic math models especially when it comes to uncertain and incomplete data. This includes regression and relationship modeling of highly interrelated variables with applications in curve fitting, interpolation, classification, supervised learning, generalization, unsupervised learning and forecast. Fuzzy cognitive map (FCM) is a recurrent neural structure that encompasses all possible connections including relationships among inputs, inputs to outputs and feedbacks. This article examines a new methods for nonlinear multivariate regression using fuzzy cognitive map. The main contribution is the application of nested FCM structure to define edge weights in form of meaningful functions rather than crisp values. There are example cases in this article which serve as a platform to modelling even more complex engineering systems. The obtained results, analysis and comparison with similar techniques are included to show the robustness and accuracy of the developed method in multivariate regression, along with future lines of research.
format	Article
author	Motlagh, O. Papageorgiou, E.l. Tang, S.H. Zamberi Jamaludin,
spellingShingle	Motlagh, O. Papageorgiou, E.l. Tang, S.H. Zamberi Jamaludin, Multivariate relationship modeling using nested fuzzy cognitive map
author_facet	Motlagh, O. Papageorgiou, E.l. Tang, S.H. Zamberi Jamaludin,
author_sort	Motlagh, O.
title	Multivariate relationship modeling using nested fuzzy cognitive map
title_short	Multivariate relationship modeling using nested fuzzy cognitive map
title_full	Multivariate relationship modeling using nested fuzzy cognitive map
title_fullStr	Multivariate relationship modeling using nested fuzzy cognitive map
title_full_unstemmed	Multivariate relationship modeling using nested fuzzy cognitive map
title_sort	multivariate relationship modeling using nested fuzzy cognitive map
publisher	Universiti Kebangsaan Malaysia
publishDate	2014
url	http://journalarticle.ukm.my/8051/ http://journalarticle.ukm.my/8051/ http://journalarticle.ukm.my/8051/1/19_O._Motlagh.pdf
first_indexed	2023-09-18T19:51:21Z
last_indexed	2023-09-18T19:51:21Z
_version_	1777406241034731520

Multivariate relationship modeling using nested fuzzy cognitive map

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