Discriminative Frequent Pattern Analysis for Effective Classification

@article{Cheng2007DiscriminativeFP,
  title={Discriminative Frequent Pattern Analysis for Effective Classification},
  author={Hong Cheng and Xifeng Yan and Jiawei Han and Chih-Wei Hsu},
  journal={2007 IEEE 23rd International Conference on Data Engineering},
  year={2007},
  pages={716-725}
}
The application of frequent patterns in classification appeared in sporadic studies and achieved initial success in the classification of relational data, text documents and graphs. In this paper, we conduct a systematic exploration of frequent pattern-based classification, and provide solid reasons supporting this methodology. It was well known that feature combinations (patterns) could capture more underlying semantics than single features. However, inclusion of infrequent patterns may not… CONTINUE READING
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