Study on Fuzzy-Clustering Methods in Fuzzy Time Series Forecasting with Application
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 compa...
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| Format: | Article |
| Language: | English |
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Tikrit University
2023-02-01
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| Series: | Tikrit Journal of Pure Science |
| Subjects: | |
| Online Access: | https://tjpsj.org/index.php/tjps/article/view/1253 |
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| _version_ | 1849427576968183808 |
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| author | Azher Abbas mohammad Ayad hammad Mohammed Taha A. AL-gan'nam KHalaf AL-loheby |
| author_facet | Azher Abbas mohammad Ayad hammad Mohammed Taha A. AL-gan'nam KHalaf AL-loheby |
| author_sort | Azher Abbas mohammad Ayad hammad |
| collection | DOAJ |
| description |
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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| format | Article |
| id | doaj-art-2cef3d93892f47b2b39798fc2f2f39aa |
| institution | Kabale University |
| issn | 1813-1662 2415-1726 |
| language | English |
| publishDate | 2023-02-01 |
| publisher | Tikrit University |
| record_format | Article |
| series | Tikrit Journal of Pure Science |
| spelling | doaj-art-2cef3d93892f47b2b39798fc2f2f39aa2025-08-20T03:28:59ZengTikrit UniversityTikrit Journal of Pure Science1813-16622415-17262023-02-0120510.25130/tjps.v20i5.1253Study on Fuzzy-Clustering Methods in Fuzzy Time Series Forecasting with ApplicationAzher Abbas mohammad Ayad hammadMohammed Taha A. AL-gan'namKHalaf AL-loheby 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. https://tjpsj.org/index.php/tjps/article/view/1253StudyFuzzy-Clustering MethodsFuzzy TimeApplicationFCM |
| spellingShingle | Azher Abbas mohammad Ayad hammad Mohammed Taha A. AL-gan'nam KHalaf AL-loheby Study on Fuzzy-Clustering Methods in Fuzzy Time Series Forecasting with Application Tikrit Journal of Pure Science Study Fuzzy-Clustering Methods Fuzzy Time Application FCM |
| title | Study on Fuzzy-Clustering Methods in Fuzzy Time Series Forecasting with Application |
| title_full | Study on Fuzzy-Clustering Methods in Fuzzy Time Series Forecasting with Application |
| title_fullStr | Study on Fuzzy-Clustering Methods in Fuzzy Time Series Forecasting with Application |
| title_full_unstemmed | Study on Fuzzy-Clustering Methods in Fuzzy Time Series Forecasting with Application |
| title_short | Study on Fuzzy-Clustering Methods in Fuzzy Time Series Forecasting with Application |
| title_sort | study on fuzzy clustering methods in fuzzy time series forecasting with application |
| topic | Study Fuzzy-Clustering Methods Fuzzy Time Application FCM |
| url | https://tjpsj.org/index.php/tjps/article/view/1253 |
| work_keys_str_mv | AT azherabbasmohammadayadhammad studyonfuzzyclusteringmethodsinfuzzytimeseriesforecastingwithapplication AT mohammedtahaaalgannam studyonfuzzyclusteringmethodsinfuzzytimeseriesforecastingwithapplication AT khalafalloheby studyonfuzzyclusteringmethodsinfuzzytimeseriesforecastingwithapplication |