IMPROVEMENT OF CUCKOO ALGORITHM FOR ASSOCIATION RULE HIDING PROBLEM
Nowadays, the problem of data security in the process of data mining receives more attention. The question is how to balance between exploiting legal data and avoiding revealing sensitive information. There have been many approaches, and one remarkable approach is privacy preservation in association...
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| Format: | Article |
| Language: | English |
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Dalat University
2018-07-01
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| Series: | Tạp chí Khoa học Đại học Đà Lạt |
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| Online Access: | http://tckh.dlu.edu.vn/index.php/tckhdhdl/article/view/410 |
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| _version_ | 1832572746652975104 |
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| author | Đoàn Minh Khuê Lê Hoài Bắc |
| author_facet | Đoàn Minh Khuê Lê Hoài Bắc |
| author_sort | Đoàn Minh Khuê |
| collection | DOAJ |
| description | Nowadays, the problem of data security in the process of data mining receives more attention. The question is how to balance between exploiting legal data and avoiding revealing sensitive information. There have been many approaches, and one remarkable approach is privacy preservation in association rule mining to hide sensitive rules. Recently, a meta-heuristic algorithm is relatively effective for this purpose, which is cuckoo optimization algorithm (COA4ARH). In this paper, an improved version of COA4ARH is presented for calculating the minimum number of sensitive items which should be removed to hide sensitive rules, as well as limit the loss of non-sensitive rules. The experimental results gained from three real datasets showed that the proposed method has better results compared to the original algorithm in several cases. |
| format | Article |
| id | doaj-art-629678f131b64ff88c34024ec007efe4 |
| institution | Kabale University |
| issn | 0866-787X 0866-787X |
| language | English |
| publishDate | 2018-07-01 |
| publisher | Dalat University |
| record_format | Article |
| series | Tạp chí Khoa học Đại học Đà Lạt |
| spelling | doaj-art-629678f131b64ff88c34024ec007efe42025-02-02T08:05:59ZengDalat UniversityTạp chí Khoa học Đại học Đà Lạt0866-787X0866-787X2018-07-0182455810.37569/DalatUniversity.8.2.410(2018)238IMPROVEMENT OF CUCKOO ALGORITHM FOR ASSOCIATION RULE HIDING PROBLEMĐoàn Minh Khuê0Lê Hoài Bắc1Khoa Công nghệ Thông tin, Trường Đại học Đà LạtKhoa Công nghệ Thông tin, Trường Đại học Khoa học Tự nhiên, Đại học Quốc gia TP. Hồ Chí MinhNowadays, the problem of data security in the process of data mining receives more attention. The question is how to balance between exploiting legal data and avoiding revealing sensitive information. There have been many approaches, and one remarkable approach is privacy preservation in association rule mining to hide sensitive rules. Recently, a meta-heuristic algorithm is relatively effective for this purpose, which is cuckoo optimization algorithm (COA4ARH). In this paper, an improved version of COA4ARH is presented for calculating the minimum number of sensitive items which should be removed to hide sensitive rules, as well as limit the loss of non-sensitive rules. The experimental results gained from three real datasets showed that the proposed method has better results compared to the original algorithm in several cases.http://tckh.dlu.edu.vn/index.php/tckhdhdl/article/view/410ẩn luật nhạy cảmkhai thác dữ liệu đảm bảo sự riêng tưtác dụng phụthuật toán tối ưu hóa cuckoo. |
| spellingShingle | Đoàn Minh Khuê Lê Hoài Bắc IMPROVEMENT OF CUCKOO ALGORITHM FOR ASSOCIATION RULE HIDING PROBLEM Tạp chí Khoa học Đại học Đà Lạt ẩn luật nhạy cảm khai thác dữ liệu đảm bảo sự riêng tư tác dụng phụ thuật toán tối ưu hóa cuckoo. |
| title | IMPROVEMENT OF CUCKOO ALGORITHM FOR ASSOCIATION RULE HIDING PROBLEM |
| title_full | IMPROVEMENT OF CUCKOO ALGORITHM FOR ASSOCIATION RULE HIDING PROBLEM |
| title_fullStr | IMPROVEMENT OF CUCKOO ALGORITHM FOR ASSOCIATION RULE HIDING PROBLEM |
| title_full_unstemmed | IMPROVEMENT OF CUCKOO ALGORITHM FOR ASSOCIATION RULE HIDING PROBLEM |
| title_short | IMPROVEMENT OF CUCKOO ALGORITHM FOR ASSOCIATION RULE HIDING PROBLEM |
| title_sort | improvement of cuckoo algorithm for association rule hiding problem |
| topic | ẩn luật nhạy cảm khai thác dữ liệu đảm bảo sự riêng tư tác dụng phụ thuật toán tối ưu hóa cuckoo. |
| url | http://tckh.dlu.edu.vn/index.php/tckhdhdl/article/view/410 |
| work_keys_str_mv | AT đoanminhkhue improvementofcuckooalgorithmforassociationrulehidingproblem AT lehoaibac improvementofcuckooalgorithmforassociationrulehidingproblem |