Optimization of Association Rule Using Ant Colony Optimization (ACO) Approach
The Apriori algorithm creates all possible association rules between items in the database using the Association Rule Mining and Apriori Algorithm. Using Ant Colony Optimization, a new algorithm is proposed for improving association rule mining results. Using ant colony behaviour as a starting poin...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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College of Computer and Information Technology – University of Wasit, Iraq
2023-09-01
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| Series: | Wasit Journal of Computer and Mathematics Science |
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| Online Access: | https://wjcm.uowasit.edu.iq/index.php/wjcm/article/view/190 |
| _version_ | 1797198896439492608 |
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| author | Roni La’biran Muhammad Kristiawan |
| author_facet | Roni La’biran Muhammad Kristiawan |
| author_sort | Roni La’biran |
| collection | DOAJ |
| description |
The Apriori algorithm creates all possible association rules between items in the database using the Association Rule Mining and Apriori Algorithm. Using Ant Colony Optimization, a new algorithm is proposed for improving association rule mining results. Using ant colony behaviour as a starting point, an optimization of ant colonies (ACO) is developed. The Apriori algorithm creates association rules. Determine the weakest rule set and reduce the association rules to find rules of higher quality than apriori based on the Ant Colony algorithm's threshold value. Through optimization and improvement of rules generated for ACO, the proposed research work aims to reduce the scanning of datasets.
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| first_indexed | 2024-03-07T19:02:59Z |
| format | Article |
| id | doaj.art-0393e3f139ce4526857b484a7d7a6c9a |
| institution | Directory Open Access Journal |
| issn | 2788-5879 2788-5887 |
| language | English |
| last_indexed | 2024-04-24T07:07:08Z |
| publishDate | 2023-09-01 |
| publisher | College of Computer and Information Technology – University of Wasit, Iraq |
| record_format | Article |
| series | Wasit Journal of Computer and Mathematics Science |
| spelling | doaj.art-0393e3f139ce4526857b484a7d7a6c9a2024-04-21T17:27:25ZengCollege of Computer and Information Technology – University of Wasit, IraqWasit Journal of Computer and Mathematics Science2788-58792788-58872023-09-012310.31185/wjcms.190Optimization of Association Rule Using Ant Colony Optimization (ACO) ApproachRoni La’biran0Muhammad Kristiawan1Indonesian Christian University, Toraja Jalan Nusantara No 12 Makale, Tana Toraja IndonesiaUniversity of Bengkulu Science of Education Jl. WR. Supratman, Kandang Limun Bengkulu, 38371A, Indonesia The Apriori algorithm creates all possible association rules between items in the database using the Association Rule Mining and Apriori Algorithm. Using Ant Colony Optimization, a new algorithm is proposed for improving association rule mining results. Using ant colony behaviour as a starting point, an optimization of ant colonies (ACO) is developed. The Apriori algorithm creates association rules. Determine the weakest rule set and reduce the association rules to find rules of higher quality than apriori based on the Ant Colony algorithm's threshold value. Through optimization and improvement of rules generated for ACO, the proposed research work aims to reduce the scanning of datasets. https://wjcm.uowasit.edu.iq/index.php/wjcm/article/view/190Data Mining, Association Rule Mining (ARM), Apriori Algorithm, Ant Colony Optimization (ACO), FP-Growth. |
| spellingShingle | Roni La’biran Muhammad Kristiawan Optimization of Association Rule Using Ant Colony Optimization (ACO) Approach Wasit Journal of Computer and Mathematics Science Data Mining, Association Rule Mining (ARM), Apriori Algorithm, Ant Colony Optimization (ACO), FP-Growth. |
| title | Optimization of Association Rule Using Ant Colony Optimization (ACO) Approach |
| title_full | Optimization of Association Rule Using Ant Colony Optimization (ACO) Approach |
| title_fullStr | Optimization of Association Rule Using Ant Colony Optimization (ACO) Approach |
| title_full_unstemmed | Optimization of Association Rule Using Ant Colony Optimization (ACO) Approach |
| title_short | Optimization of Association Rule Using Ant Colony Optimization (ACO) Approach |
| title_sort | optimization of association rule using ant colony optimization aco approach |
| topic | Data Mining, Association Rule Mining (ARM), Apriori Algorithm, Ant Colony Optimization (ACO), FP-Growth. |
| url | https://wjcm.uowasit.edu.iq/index.php/wjcm/article/view/190 |
| work_keys_str_mv | AT ronilabiran optimizationofassociationruleusingantcolonyoptimizationacoapproach AT muhammadkristiawan optimizationofassociationruleusingantcolonyoptimizationacoapproach |