Efficient mining of high-speed uncertain data streams

@article{Han2015EfficientMO,
  title={Efficient mining of high-speed uncertain data streams},
  author={Donghong Han and Christophe G. Giraud-Carrier and Shuoru Li},
  journal={Applied Intelligence},
  year={2015},
  volume={43},
  pages={773-785}
}
Currently available algorithms for data streams classification are mostly designed to deal with precise and complete data. However, data in many real-life applications is naturally uncertain due to inherent instrument inaccuracy, wireless transmission error, and so on. We propose UELM-MapReduce, a parallel ensemble classifier based on Extreme Learning… CONTINUE READING