Group method of data handling with artificial bee colony in combining forecasts
In this study, the use of Artificial Bee Colony (ABC) algorithm to combine several time series forecasts is presented. This study is done by combining individual forecasts of Group Method of Data Handling models using the weighted-based combine approach. The weights for each individual model are cal...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Penerbit UTHM
2018
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| Subjects: | |
| Online Access: | http://eprints.uthm.edu.my/3640/ http://eprints.uthm.edu.my/3640/1/AJ%202018%20%28705%29%20Group%20method%20of%20data%20handling%20with%20artificial%20bee%20colony%20in%20combining%20forecasts.pdf |
| _version_ | 1848888075122376704 |
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| author | Yahya, Nurhaziyatul Adawiyah Samsudin, Ruhaidah Darmawan, Irfan Kasim, Shahreen |
| author_facet | Yahya, Nurhaziyatul Adawiyah Samsudin, Ruhaidah Darmawan, Irfan Kasim, Shahreen |
| author_sort | Yahya, Nurhaziyatul Adawiyah |
| building | UTHM Institutional Repository |
| collection | Online Access |
| description | In this study, the use of Artificial Bee Colony (ABC) algorithm to combine several time series forecasts is presented. This study is done by combining individual forecasts of Group Method of Data Handling models using the weighted-based combine approach. The weights for each individual model are calculated using ABC algorithm. In order to evaluate the proposed model, this study tested the proposed model on the International Airline Passengers data, and the performances are calculated using mean square error (MSE), mean average error (MAE) and mean average percentage error (MAPE). The accuracy of the proposed model is compared to the individual models and the models implemented in previous literatures. The results revealed that the proposed model produced significantly accurate forecasts. |
| first_indexed | 2025-11-15T20:04:31Z |
| format | Article |
| id | uthm-3640 |
| institution | Universiti Tun Hussein Onn Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T20:04:31Z |
| publishDate | 2018 |
| publisher | Penerbit UTHM |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | uthm-36402021-11-21T04:28:26Z http://eprints.uthm.edu.my/3640/ Group method of data handling with artificial bee colony in combining forecasts Yahya, Nurhaziyatul Adawiyah Samsudin, Ruhaidah Darmawan, Irfan Kasim, Shahreen QA76 Computer software In this study, the use of Artificial Bee Colony (ABC) algorithm to combine several time series forecasts is presented. This study is done by combining individual forecasts of Group Method of Data Handling models using the weighted-based combine approach. The weights for each individual model are calculated using ABC algorithm. In order to evaluate the proposed model, this study tested the proposed model on the International Airline Passengers data, and the performances are calculated using mean square error (MSE), mean average error (MAE) and mean average percentage error (MAPE). The accuracy of the proposed model is compared to the individual models and the models implemented in previous literatures. The results revealed that the proposed model produced significantly accurate forecasts. Penerbit UTHM 2018 Article PeerReviewed text en http://eprints.uthm.edu.my/3640/1/AJ%202018%20%28705%29%20Group%20method%20of%20data%20handling%20with%20artificial%20bee%20colony%20in%20combining%20forecasts.pdf Yahya, Nurhaziyatul Adawiyah and Samsudin, Ruhaidah and Darmawan, Irfan and Kasim, Shahreen (2018) Group method of data handling with artificial bee colony in combining forecasts. International Journal of Integrated Engineering, 10 (6). pp. 31-36. ISSN 2229-838X |
| spellingShingle | QA76 Computer software Yahya, Nurhaziyatul Adawiyah Samsudin, Ruhaidah Darmawan, Irfan Kasim, Shahreen Group method of data handling with artificial bee colony in combining forecasts |
| title | Group method of data handling with artificial bee colony in combining forecasts |
| title_full | Group method of data handling with artificial bee colony in combining forecasts |
| title_fullStr | Group method of data handling with artificial bee colony in combining forecasts |
| title_full_unstemmed | Group method of data handling with artificial bee colony in combining forecasts |
| title_short | Group method of data handling with artificial bee colony in combining forecasts |
| title_sort | group method of data handling with artificial bee colony in combining forecasts |
| topic | QA76 Computer software |
| url | http://eprints.uthm.edu.my/3640/ http://eprints.uthm.edu.my/3640/1/AJ%202018%20%28705%29%20Group%20method%20of%20data%20handling%20with%20artificial%20bee%20colony%20in%20combining%20forecasts.pdf |