Study on Fuzzy-Clustering Methods in Fuzzy Time Series Forecasting with Application

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Azher Abbas mohammad Ayad hammad
Mohammed Taha A. AL-gan'nam
KHalaf AL-loheby

Abstract

In this research we study some fuzzy clustering methods in fuzzy time series forecasting especially Chen method and we used a FCM method to construct a fuzzy clustering . we suggest a new method for forecasting based on re-established a fuzzy group relation and we apply the suggest method and comparing the results of pervious methods for first and second order fuzzy relation with the number of clusters between 5 and 11 and we obtained best forecasting with m.s.e. less than the previous method.

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How to Cite
Azher Abbas mohammad Ayad hammad, Mohammed Taha A. AL-gan'nam, & KHalaf AL-loheby. (2023). Study on Fuzzy-Clustering Methods in Fuzzy Time Series Forecasting with Application. Tikrit Journal of Pure Science, 20(5), 168–184. https://doi.org/10.25130/tjps.v20i5.1253
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Articles

References

3- M. Falasconi, A. Gutierrez, M. Pardo, G. Sberveglieri, S. Marco, (2009), '"A stability based validity method for fuzzy clustering ",Pattern Recognition 43 PP ( 1292–1305), ELSEVIER

4- Meredith Stevenson and John E. Porter, (2009), " Fuzzy Time Series Forecasting Using Percentage Change as the Universe of Discourse ",World Academy of Science, Engineering and Technology 55 PP(154-157).

7- Guanroug Chen , Tuung Tat Pham , (2001) " Introduction to Fuzzy set , Fuzzy Logic , Fuzzy Control systems " , LLC, U.S.A.

9- Patricia Melin , Oscar Castillo ,(2005) , " Hybrid Intelligent systems for Pattern Recognition using soft Computing , An Evolutionary Approach for Neural Networks and Fuzzy system ", Springer –Verlag , Berlin Heidelberg , Germany .

ISSN:1813 – 1662 2015 ) 5( مجلة تكريت للعلوم الصرفة، 20

184

10- Jens Runi Poulsen , (2009),"Fuzzy Time Series Forecasting - Developing a new forecasting model based on high order fuzzy time series", Aalborg University Esbjerg (AAUE).

11- Yu Yan-Hua & Song Li-Xia , (2010), " On Fuzzy Time Series Method", International Symposium on Knowledge Acquisition and Modeling.2010-IEEE,pp(297-300).

13- Ashraf K. Abd Elaal ,Hesham A. Hefny and Ashraf H. Abd Elwahab , (2010) , " Constructing Fuzzy Time Series Model Based on for forecasting " , Journal of Computer science 6(7)pp(735-739).

14- Sadaaki Miyamoto , Hidetomo Ichihashi and Katsuhiro Honda ,(2008), Algorithms for Fuzzy Clustering ,methods in c-Means clustering with applications " , studies Fuzziness and Soft Computing ,Volume(229),Springer –Verlag , Berlin Heidelberg .

15-- Jose Valente de Oliveira and Witold Pedrycz ,(2007),"Advances in Fuzzy clustering and its Applications " ,John Wiley and sons Ltd ,England .

17-Olaf Wolkenhauer ,"Fuzzy Clustering, Hard-c-means, Fuzzy – c-means , Gustafson-Kessel", Control Systems Centre, UMIST,U.K .

18 -Erol E˘grio glu, (2012) , " A New Time-Invariant Fuzzy Time Series Forecasting Method Based on Genetic Algorithm ", Advances in Fuzzy Systems ,Volume 2012, Hindawi Publisher Corporation .

19- Zimmermann . H.J. (1991), " Fuzzy set Theory – and its Applications , second , Revised Edition, Kluwer academic publisher , USA .

20- Mika Sato-Ilic and Lakhmi C.Jain,(2006), "Innovations in Fuzzy Clustering ", stud Fuzz 205.1-8, system Research Institute polish Academy of sciences ul. Newelska , Warsaw , Poland .