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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Bi-Ru Dai Jen-Wei Huang Mi-Yen Yeh Ming-Syan Chen |
| Copyright Year | 2004 |
| Description | Author affiliation: Dept. of Electr. Eng., Nat. Taiwan Univ., Taipei, Taiwan (Bi-Ru Dai; Jen-Wei Huang; Mi-Yen Yeh; Ming-Syan Chen) |
| Abstract | In the data stream environment, the patterns generated by the mining techniques are usually distinct at different time because of the evolution of data. In order to deal with various types of multiple data streams and to support flexible mining requirements, we devise in this paper a clustering on demand framework, abbreviated as COD framework, to dynamically cluster multiple data streams. While providing a general framework of clustering on multiple data streams, the COD framework has two major features, namely one data scan for online statistics collection and compact multiresolution approximations, which are designed to address, respectively, the time and the space constraints in a data stream environment. Furthermore, with the multiresolution approximations of data streams, flexible clustering demands can be supported. |
| Sponsorship | IEEE Comput. Soc. Tech. Comm. on Computational Intelligence (TCCI) IEEE Comput. Soc. Tech. Comm. on Pattern Analysis and Machine Intelligence (TCPAMI) |
| Starting Page | 367 |
| Ending Page | 370 |
| File Size | 146062 |
| Page Count | 4 |
| File Format | |
| ISBN | 0769521428 |
| DOI | 10.1109/ICDM.2004.10060 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2004-11-01 |
| Publisher Place | UK |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Statistics Data mining Aggregates Association rules Frequency Investments Multiresolution analysis Clustering algorithms |
| Content Type | Text |
| Resource Type | Article |
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