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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Chen-ju Lin Yi-chun Shu |
| Copyright Year | 2013 |
| Description | Author affiliation: Dept. of Ind. Eng. & Manage., Yuan Ze Univ., Chungli, Taiwan (Chen-ju Lin; Yi-chun Shu) |
| Abstract | This research aims at detecting spatiotemporal clustering with increased mean. Scan statistics are popular methods for spatiotemporal surveillance. Several likelihood-ratio (LR) and exponentially weighted moving average (EWMA) based scan statistics have been studied for the scenarios with known or unknown size of shifted coverage. However, the existing EWMA-based methods applying fixed radii may not be efficient to detect the cluster with unknown shifted coverage. This paper proposed an EWMA-based scan statistic with variable scan radii to detect clustering instead. The proposed statistic weights the observations by distance in each circular scan window and uses the EWMA technique across the temporal axis. Comparing to the LR-based scan statistic with variable scan radii, the proposed method can be more sensitive when clusters occur at the early stage. The proposed method would have advantage in solving practical problems with unknown size of shift coverage. |
| Starting Page | 275 |
| Ending Page | 279 |
| File Size | 1362751 |
| Page Count | 5 |
| File Format | |
| ISBN | 9781479909865 |
| DOI | 10.1109/IEEM.2013.6962417 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2013-12-10 |
| Publisher Place | Thailand |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Maximum likelihood estimation Accuracy Shape Surveillance clustering Spatiotemporal phenomena Spatiotemporal surveillance Diseases scan statistic |
| Content Type | Text |
| Resource Type | Article |
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