Fuzzy time series forecasting model based on second order fuzzy logical relationship and similarity measure / Nik Muhammad Farhan Hakim Nik Badrul Alam and Nazirah Ramli
Various fuzzy time series (FTS) forecasting methods have been proposed to cater for data in linguistic values. In this paper, an improved FTS forecasting method based on second order fuzzy logical relationship is proposed and it is used to forecast the enrollment of students in the University of Ala...
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Universiti Teknologi MARA, Perak
2019
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my.uitm.ir.393242020-12-24T05:48:49Z http://ir.uitm.edu.my/id/eprint/39324/ Fuzzy time series forecasting model based on second order fuzzy logical relationship and similarity measure / Nik Muhammad Farhan Hakim Nik Badrul Alam and Nazirah Ramli Nik Badrul Alam, Nik Muhammad Farhan Hakim Ramli, Nazirah Data processing Fuzzy logic Various fuzzy time series (FTS) forecasting methods have been proposed to cater for data in linguistic values. In this paper, an improved FTS forecasting method based on second order fuzzy logical relationship is proposed and it is used to forecast the enrollment of students in the University of Alabama. The performance of the forecasted results is compared to the actual data by using seven different similarity measures. The hybrid similarity measure based on geometric distance, centre of gravity, area, perimeter and height gives the best performance. Universiti Teknologi MARA, Perak 2019-09-06 Article PeerReviewed text en http://ir.uitm.edu.my/id/eprint/39324/1/39324.pdf Nik Badrul Alam, Nik Muhammad Farhan Hakim and Ramli, Nazirah (2019) Fuzzy time series forecasting model based on second order fuzzy logical relationship and similarity measure / Nik Muhammad Farhan Hakim Nik Badrul Alam and Nazirah Ramli. Multidisciplinary Informatics Journal (MIJ), 2 (2). pp. 117-125. ISSN 2637-0042 https://mijournal.wixsite.com/index |
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Data processing Fuzzy logic Nik Badrul Alam, Nik Muhammad Farhan Hakim Ramli, Nazirah Fuzzy time series forecasting model based on second order fuzzy logical relationship and similarity measure / Nik Muhammad Farhan Hakim Nik Badrul Alam and Nazirah Ramli |
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Various fuzzy time series (FTS) forecasting methods have been proposed to cater for data in linguistic values. In this paper, an improved FTS forecasting method based on second order fuzzy logical relationship is proposed and it is used to forecast the enrollment of students in the University of Alabama. The performance of the forecasted results is compared to the actual data by using seven different similarity measures. The hybrid similarity measure based on geometric distance, centre of gravity, area, perimeter and height gives the best performance. |
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Article |
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Nik Badrul Alam, Nik Muhammad Farhan Hakim Ramli, Nazirah |
author_facet |
Nik Badrul Alam, Nik Muhammad Farhan Hakim Ramli, Nazirah |
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Nik Badrul Alam, Nik Muhammad Farhan Hakim |
title |
Fuzzy time series forecasting model based on second order
fuzzy logical relationship and similarity measure / Nik Muhammad Farhan Hakim Nik Badrul Alam and Nazirah Ramli |
title_short |
Fuzzy time series forecasting model based on second order
fuzzy logical relationship and similarity measure / Nik Muhammad Farhan Hakim Nik Badrul Alam and Nazirah Ramli |
title_full |
Fuzzy time series forecasting model based on second order
fuzzy logical relationship and similarity measure / Nik Muhammad Farhan Hakim Nik Badrul Alam and Nazirah Ramli |
title_fullStr |
Fuzzy time series forecasting model based on second order
fuzzy logical relationship and similarity measure / Nik Muhammad Farhan Hakim Nik Badrul Alam and Nazirah Ramli |
title_full_unstemmed |
Fuzzy time series forecasting model based on second order
fuzzy logical relationship and similarity measure / Nik Muhammad Farhan Hakim Nik Badrul Alam and Nazirah Ramli |
title_sort |
fuzzy time series forecasting model based on second order
fuzzy logical relationship and similarity measure / nik muhammad farhan hakim nik badrul alam and nazirah ramli |
publisher |
Universiti Teknologi MARA, Perak |
publishDate |
2019 |
url |
http://ir.uitm.edu.my/id/eprint/39324/1/39324.pdf http://ir.uitm.edu.my/id/eprint/39324/ https://mijournal.wixsite.com/index |
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