Learning FCM by Data Mining in a Purchase System

Fuzzy Cognitive Maps (FCMs) have successfully been applied in numerous domains to show the relations between essential components in complex systems. In this paper, a novel learning method is proposed to construct FCMs based on historical data and by using meta-heuristic: Genetic Algorithm (GA), Sim...

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Bibliographic Details
Format:	Article
Language:	English
Published:	Iran University of Science & Technology 2009-05-01
Series:	International Journal of Industrial Engineering and Production Research
Subjects:	Fuzzy Cognitive Map (FCM); Learning; System Dynamics (SD); Data Mining.
Online Access:	http://ijiepr.iust.ac.ir/browse.php?a_code=A-10-1-43&slc_lang=en&sid=1

id	doaj-078e6b1536074b6bb8047cc7458f4a5f
record_format	Article
spelling	doaj-078e6b1536074b6bb8047cc7458f4a5f2020-11-24T23:11:22ZengIran University of Science & TechnologyInternational Journal of Industrial Engineering and Production Research2008-48892345-363X2009-05-012011120Learning FCM by Data Mining in a Purchase System012 Fuzzy Cognitive Maps (FCMs) have successfully been applied in numerous domains to show the relations between essential components in complex systems. In this paper, a novel learning method is proposed to construct FCMs based on historical data and by using meta-heuristic: Genetic Algorithm (GA), Simulated Annealing (SA), and Tabu Search (TS). Implementation of the proposed method has demonstrated via real data of a purchase system in order to simulate the system’s behavior.http://ijiepr.iust.ac.ir/browse.php?a_code=A-10-1-43&slc_lang=en&sid=1Fuzzy Cognitive Map (FCM); Learning; System Dynamics (SD); Data Mining.
collection	DOAJ
language	English
format	Article
sources	DOAJ
title	Learning FCM by Data Mining in a Purchase System
spellingShingle	Learning FCM by Data Mining in a Purchase System International Journal of Industrial Engineering and Production Research Fuzzy Cognitive Map (FCM); Learning; System Dynamics (SD); Data Mining.
title_short	Learning FCM by Data Mining in a Purchase System
title_full	Learning FCM by Data Mining in a Purchase System
title_fullStr	Learning FCM by Data Mining in a Purchase System
title_full_unstemmed	Learning FCM by Data Mining in a Purchase System
title_sort	learning fcm by data mining in a purchase system
publisher	Iran University of Science & Technology
series	International Journal of Industrial Engineering and Production Research
issn	2008-4889 2345-363X
publishDate	2009-05-01
description	Fuzzy Cognitive Maps (FCMs) have successfully been applied in numerous domains to show the relations between essential components in complex systems. In this paper, a novel learning method is proposed to construct FCMs based on historical data and by using meta-heuristic: Genetic Algorithm (GA), Simulated Annealing (SA), and Tabu Search (TS). Implementation of the proposed method has demonstrated via real data of a purchase system in order to simulate the system’s behavior.
topic	Fuzzy Cognitive Map (FCM); Learning; System Dynamics (SD); Data Mining.
url	http://ijiepr.iust.ac.ir/browse.php?a_code=A-10-1-43&slc_lang=en&sid=1
_version_	1725604748780896256

Learning FCM by Data Mining in a Purchase System

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