Title
Information Granulation-Based Fuzzy Clustering of Time Series
Abstract
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
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 Guo1273.71
Lidong Wang215423.64
Xiaodong Liu349228.50
W. Pedrycz4139661005.85