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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Xinying Chen Kesheng Xu |
| Copyright Year | 2010 |
| Description | Author affiliation: School of Software Technology, Dalian Jiao Tong University, China (Xinying Chen; Kesheng Xu) |
| Abstract | To capture a dynamic system with static reduction algorithm, the cost will enlarge a lot for the repeated work. Moreover, the algorithm can not catch partial changes in the system. To smooth this issue, a dynamic attribute reduction algorithm is introduced when the universe of the system keeps the same and the condition attribute set is added. The concept, Flagged Matrix, K-Flagged Matrix and Σ-Flagged Vector is defined and a reduction algorithm for dynamic information systems is given based on distinguishable relation. This algorithm will use the new added attributes and corresponding matrixes to correct and adjust the original attribute reduction. To do the reduction for the dynamic systems, as the theoretical illustration and empirical analysis turns out in this paper; the new added attributes are compared with the original attributes considering the distinguishable ability using corresponding matrixes. Then evaluate the added attributes are the core attributes or not, and determine whether the added attributes can replace the original attributes or not. After that, a new reduction is got. This algorithm can figure out the dynamic attribute reduction efficiently. For it will use matrix operation instead of logical operation, the cost of this algorithm is significantly decreased. |
| Starting Page | 60 |
| Ending Page | 64 |
| File Size | 116444 |
| Page Count | 5 |
| File Format | |
| ISBN | 9781424458455 |
| e-ISBN | 9781424458486 |
| DOI | 10.1109/ICACC.2010.5487231 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2010-03-27 |
| Publisher Place | China |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | distinguishable relation dynamic reduction Costs Uncertainty Heuristic algorithms Software algorithms data mining Knowledge representation Information systems NP-hard problem Set theory Delta modulation rough set |
| Content Type | Text |
| Resource Type | Article |
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