Frequent itemset mining in high dimensional data: a review
This paper provides a brief overview of the techniques used in frequent itemset mining. It discusses the search strategies used; i.e. depth first vs. breadth-first, and dataset representation; i.e. horizontal vs. vertical representation. In addition, it reviews many techniques used in several algori...
| Main Authors: | , |
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| Format: | Proceeding Paper |
| Language: | English English |
| Published: |
Springer
2019
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/67014/ http://irep.iium.edu.my/67014/1/67014_Frequent%20Itemset%20Mining%20in%20High%20Dimensional%20Data.pdf http://irep.iium.edu.my/67014/2/67014_Frequent%20Itemset%20Mining%20in%20High%20Dimensional%20Data_SCOPUS.pdf |
| _version_ | 1848786682208321536 |
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| author | Md. Zaki, Fatimah Audah Zulkurnain, Nurul Fariza |
| author_facet | Md. Zaki, Fatimah Audah Zulkurnain, Nurul Fariza |
| author_sort | Md. Zaki, Fatimah Audah |
| building | IIUM Repository |
| collection | Online Access |
| description | This paper provides a brief overview of the techniques used in frequent itemset mining. It discusses the search strategies used; i.e. depth first vs. breadth-first, and dataset representation; i.e. horizontal vs. vertical representation. In addition, it reviews many techniques used in several algorithms that make frequent itemset mining more efficient. These algorithms are discussed based on the proposed search strategies which include row-enumeration vs. column-enumeration, bottom-up vs. top-down traversal, and a number of new data structures. Finally, the paper reviews on the latest algorithms of colossal frequent itemset/pattern which currently is the most relevant to mining highdimensional dataset. |
| first_indexed | 2025-11-14T17:12:55Z |
| format | Proceeding Paper |
| id | iium-67014 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-14T17:12:55Z |
| publishDate | 2019 |
| publisher | Springer |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-670142019-11-25T04:23:26Z http://irep.iium.edu.my/67014/ Frequent itemset mining in high dimensional data: a review Md. Zaki, Fatimah Audah Zulkurnain, Nurul Fariza TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices This paper provides a brief overview of the techniques used in frequent itemset mining. It discusses the search strategies used; i.e. depth first vs. breadth-first, and dataset representation; i.e. horizontal vs. vertical representation. In addition, it reviews many techniques used in several algorithms that make frequent itemset mining more efficient. These algorithms are discussed based on the proposed search strategies which include row-enumeration vs. column-enumeration, bottom-up vs. top-down traversal, and a number of new data structures. Finally, the paper reviews on the latest algorithms of colossal frequent itemset/pattern which currently is the most relevant to mining highdimensional dataset. Springer 2019 Proceeding Paper PeerReviewed application/pdf en http://irep.iium.edu.my/67014/1/67014_Frequent%20Itemset%20Mining%20in%20High%20Dimensional%20Data.pdf application/pdf en http://irep.iium.edu.my/67014/2/67014_Frequent%20Itemset%20Mining%20in%20High%20Dimensional%20Data_SCOPUS.pdf Md. Zaki, Fatimah Audah and Zulkurnain, Nurul Fariza (2019) Frequent itemset mining in high dimensional data: a review. In: 5th International Conference on Computational Science and Technology (ICCST 2018), 29th-30th August 2018, Kota Kinabalu, Sabah. https://link.springer.com/chapter/10.1007/978-981-13-2622-6_32 10.1007/978-981-13-2622-6_32 |
| spellingShingle | TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices Md. Zaki, Fatimah Audah Zulkurnain, Nurul Fariza Frequent itemset mining in high dimensional data: a review |
| title | Frequent itemset mining in high dimensional data: a review |
| title_full | Frequent itemset mining in high dimensional data: a review |
| title_fullStr | Frequent itemset mining in high dimensional data: a review |
| title_full_unstemmed | Frequent itemset mining in high dimensional data: a review |
| title_short | Frequent itemset mining in high dimensional data: a review |
| title_sort | frequent itemset mining in high dimensional data: a review |
| topic | TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices |
| url | http://irep.iium.edu.my/67014/ http://irep.iium.edu.my/67014/ http://irep.iium.edu.my/67014/ http://irep.iium.edu.my/67014/1/67014_Frequent%20Itemset%20Mining%20in%20High%20Dimensional%20Data.pdf http://irep.iium.edu.my/67014/2/67014_Frequent%20Itemset%20Mining%20in%20High%20Dimensional%20Data_SCOPUS.pdf |