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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Cabanes, G. Bennani, Y. |
| Copyright Year | 2012 |
| Description | Author affiliation: LIPN-CNRS, UMR 7030, 99 Avenue J-B. Clément, 93430 Villetaneuse, France (Cabanes, G.; Bennani, Y.) |
| Abstract | In many cases, databases are in constant evolution, new data is arriving continuously. Data streams pose several unique problems that make obsolete the applications of standard data analysis methods. Indeed, these databases are constantly on-line, growing with the arrival of new data. In addition, the probability distribution associated with the data may change over time. We propose in this paper a method of synthetic representation of the data structure for efficient storage of information, and a measure of dissimilarity between these representations for the detection of change in the stream structure. |
| Starting Page | 1 |
| Ending Page | 6 |
| File Size | 2080589 |
| Page Count | 6 |
| File Format | |
| ISBN | 9781467314886 |
| ISSN | 21614393 |
| e-ISBN | 9781467314909 |
| e-ISBN | 9781467314893 |
| DOI | 10.1109/IJCNN.2012.6252735 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2012-06-10 |
| Publisher Place | Australia |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Prototypes Density functional theory Spirals Databases Data models Density measurement Data structures data streams Concept drift usupervised lerning |
| Content Type | Text |
| Resource Type | Article |
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