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Multi-type relational clustering approaches : current state-of-the-art and new directions
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Li, Tao and Anand, Sarabjot Singh (2008) Multi-type relational clustering approaches : current state-of-the-art and new directions. In: International Conference on Intelligent Networks and Intelligent Systems (ICINIS 2008), Wuhan, China, 1-3 November 2008. Published in: The First International Conference on Intelligent Networks and Intelligent Systems doi:10.1107/S1600536813033801
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Abstract
The proliferation of multi-type relational datasets in a number of important real-world applications and the limitations resulting from the transformation of such datasets to fit propositional data mining approaches have led to the emergence of the discipline of multi-type relational data mining. Clustering is an important unsupervised learning task aimed at discovering structure inherent in data. In this paper, we survey the state-of-the-art in the field of relational clustering, providing a taxonomy of approaches and review some of the most representative algorithms within each category. We also present DIVA, our general framework for multi-type relational clustering, which combines the use of Representative Objects with multi-phase clustering in a bid to provide flexibility, efficiency and effectiveness in clustering relational datasets. Theoretical analysis and experimental results prove that our approach is more effective and efficient than a number of other algorithms proposed in literature.
| Item Type: | Conference Item (Paper) | ||||
|---|---|---|---|---|---|
| Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software | ||||
| Divisions: | Faculty of Science > Computer Science | ||||
| Library of Congress Subject Headings (LCSH): | Data mining, Electronic data processing, Cluster analysis | ||||
| Journal or Publication Title: | The First International Conference on Intelligent Networks and Intelligent Systems | ||||
| Publisher: | IEEE | ||||
| Official Date: | 1 November 2008 | ||||
| Dates: |
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| DOI: | 10.1107/S1600536813033801 | ||||
| Status: | Peer Reviewed | ||||
| Publication Status: | Published | ||||
| Conference Paper Type: | Paper | ||||
| Title of Event: | International Conference on Intelligent Networks and Intelligent Systems (ICINIS 2008) | ||||
| Type of Event: | Conference | ||||
| Location of Event: | Wuhan, China | ||||
| Date(s) of Event: | 1-3 November 2008 |
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