Integrating fractal dimensionality reduction with cluster evolution tracking

@article{Yan2011IntegratingFD,
  title={Integrating fractal dimensionality reduction with cluster evolution tracking},
  author={Guanghui Yan and Yu Xu and Xin Shu and Xiang Li and Minghao Ai and ZhiCheng Ma},
  journal={2011 Eighth International Conference on Fuzzy Systems and Knowledge Discovery (FSKD)},
  year={2011},
  volume={3},
  pages={1668-1672}
}
Detecting and tracking of cluster evolution has always been crucial to the stream data mining. While it, in high dimensional stream data environment, becomes more difficult under the interaction between dimensionality reduction and cluster evolution condition. The past has been focus on cluster evolution occurred in the reduced dimensionality space. Dimensionality reduction before the cluster evolution option, however, can not cope with the abrupt changes which are common in stream data. There… CONTINUE READING