WLAR-Viz: Weighted least association rules visualization
Mining weighted least association rules has been an increasing demand in data mining research. However, mining these types of rules often facing with difficulties especially in identifying which rules are really interesting. One of the alternative solutions is by applying the visualization model in...
| Main Authors: | , , , |
|---|---|
| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
Springer, Berlin, Heidelberg
2012
|
| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/27027/ http://umpir.ump.edu.my/id/eprint/27027/1/WLAR-Viz-%20Weighted%20least%20association%20rules%20visualization.pdf |
| _version_ | 1848822686885609472 |
|---|---|
| author | Noraziah, Ahmad Zailani, Abdullah Herawan, Tutut Mustafa, Mat Deris |
| author_facet | Noraziah, Ahmad Zailani, Abdullah Herawan, Tutut Mustafa, Mat Deris |
| author_sort | Noraziah, Ahmad |
| building | UMP Institutional Repository |
| collection | Online Access |
| description | Mining weighted least association rules has been an increasing demand in data mining research. However, mining these types of rules often facing with difficulties especially in identifying which rules are really interesting. One of the alternative solutions is by applying the visualization model in those particular rules. In this paper, a model for visualizing weighted least association rules is proposed. The proposed model contains five main steps, including scanning dataset, constructing Least Pattern Tree (LP-Tree), applying Weighted Support Association Rules (WSAR*), capturing Weighted Least Association Rules (WELAR) and finally visualizing the respective rules. The results show that by using a three dimensional plots provide user friendly navigation to understand the weighted support and weighted least association rules. |
| first_indexed | 2025-11-15T02:45:12Z |
| format | Conference or Workshop Item |
| id | ump-27027 |
| institution | Universiti Malaysia Pahang |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T02:45:12Z |
| publishDate | 2012 |
| publisher | Springer, Berlin, Heidelberg |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | ump-270272020-03-23T03:20:21Z http://umpir.ump.edu.my/id/eprint/27027/ WLAR-Viz: Weighted least association rules visualization Noraziah, Ahmad Zailani, Abdullah Herawan, Tutut Mustafa, Mat Deris QA76 Computer software Mining weighted least association rules has been an increasing demand in data mining research. However, mining these types of rules often facing with difficulties especially in identifying which rules are really interesting. One of the alternative solutions is by applying the visualization model in those particular rules. In this paper, a model for visualizing weighted least association rules is proposed. The proposed model contains five main steps, including scanning dataset, constructing Least Pattern Tree (LP-Tree), applying Weighted Support Association Rules (WSAR*), capturing Weighted Least Association Rules (WELAR) and finally visualizing the respective rules. The results show that by using a three dimensional plots provide user friendly navigation to understand the weighted support and weighted least association rules. Springer, Berlin, Heidelberg 2012 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/27027/1/WLAR-Viz-%20Weighted%20least%20association%20rules%20visualization.pdf Noraziah, Ahmad and Zailani, Abdullah and Herawan, Tutut and Mustafa, Mat Deris (2012) WLAR-Viz: Weighted least association rules visualization. In: 3rd International Conference on Information Computing and Applications (ICICA 2012) , 14-16 September 2012 , Chengde, China. pp. 592-599.. ISBN 978-3-642-34062-8 (Published) https://doi.org/10.1007/978-3-642-34062-8_77 |
| spellingShingle | QA76 Computer software Noraziah, Ahmad Zailani, Abdullah Herawan, Tutut Mustafa, Mat Deris WLAR-Viz: Weighted least association rules visualization |
| title | WLAR-Viz: Weighted least association rules visualization |
| title_full | WLAR-Viz: Weighted least association rules visualization |
| title_fullStr | WLAR-Viz: Weighted least association rules visualization |
| title_full_unstemmed | WLAR-Viz: Weighted least association rules visualization |
| title_short | WLAR-Viz: Weighted least association rules visualization |
| title_sort | wlar-viz: weighted least association rules visualization |
| topic | QA76 Computer software |
| url | http://umpir.ump.edu.my/id/eprint/27027/ http://umpir.ump.edu.my/id/eprint/27027/ http://umpir.ump.edu.my/id/eprint/27027/1/WLAR-Viz-%20Weighted%20least%20association%20rules%20visualization.pdf |