RBA: An Integrated Framework for Regression based on Association Rules

@inproceedings{Ozgur2004RBAAI,
  title={RBA: An Integrated Framework for Regression based on Association Rules},
  author={Aysel Ozgur and Pang-Ning Tan and Vipin Kumar},
  booktitle={SDM},
  year={2004}
}
This paper explores a novel framework for building regression models using association rules. The model consists of an ordered set of IF-THEN rules, where the rule consequent is the predicted value of the target attribute. The approach consist of two steps: (1) extraction of association rules, and (2) construction of the rule-based regression model. We propose a pruning scheme for redundant and insignificant rules in the rule extraction step, and also a number of heuristics for building… CONTINUE READING
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