Efficient Monitoring of Patterns in Data Mining Environments

@inproceedings{Baron2003EfficientMO,
  title={Efficient Monitoring of Patterns in Data Mining Environments},
  author={Steffan Baron and Myra Spiliopoulou and Oliver G{\"u}nther},
  booktitle={ADBIS},
  year={2003}
}
In this article, we introduce a general framework for monitoring patterns and detecting interesting changes without continuously mining the data. Using our approach, the effort spent on data mining can be drastically reduced while the knowledge extracted from the data is kept up to date. Our methodology is based on a temporal representation for patterns, in which both the content and the statistics of a pattern are modeled. We divide the KDD process into two phases. In the first phase, data… CONTINUE READING
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