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A new PCA adaptive algorithm is introduced, utilizing a rough fuzzy cluster-based granulation scheme for fault detection and diagnosis purposes. This granulated cluster-based algorithm can be used for segmentation of multivariate time series and initialization of other partitioning clustering methods that need to have good initialization parameters. The proposed algorithm is suitable for mining data...
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