Density-Based Probabilistic Clustering of Uncertain Data

@article{Xu2008DensityBasedPC,
  title={Density-Based Probabilistic Clustering of Uncertain Data},
  author={Huajie Xu and Guohui Li},
  journal={2008 International Conference on Computer Science and Software Engineering},
  year={2008},
  volume={4},
  pages={474-477}
}
In many applications like moving-objects and sensors databases, data values are inherently uncertain. In these systems, an attribute value can be modeled as a range of possible values, associated with a probability density function. Data mining of the uncertain data attracts more and more research interest recently. The definitions of probabilistic core object and probabilistic density-reachability are presented and a density-based probabilistic clustering algorithm for uncertain data is… CONTINUE READING

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