Abstract | ||
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In this article, we propose a two-stage time-series clustering approach to cluster time series with different shapes. The first step is to represent the time series by a suite of information granules following the principle of justifiable granularity to perform dimensionality reduction, while the second step is to realize the fuzzy clustering of the time series in the transformed representation sp... |
Year | DOI | Venue |
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2021 | 10.1109/TCYB.2020.2970455 | IEEE Transactions on Cybernetics |
Keywords | DocType | Volume |
Time series analysis,Dimensionality reduction,Shape,Semantics,Time measurement,Cybernetics,Databases | Journal | 51 |
Issue | ISSN | Citations |
12 | 2168-2267 | 2 |
PageRank | References | Authors |
0.36 | 17 | 4 |
Name | Order | Citations | PageRank |
---|---|---|---|
Hongyue Guo | 1 | 27 | 3.71 |
Lidong Wang | 2 | 154 | 23.64 |
Xiaodong Liu | 3 | 492 | 28.50 |
W. Pedrycz | 4 | 13966 | 1005.85 |