A New Fuzzy Association Rules Mining in Data Streams

作者:Shen Liangzhong*; Liu Shihua
来源:3rd International Conference on Teaching and Computational Science (WTCS 2009), 2009-12-19 to 2009-12-20.

摘要

In this paper, a novel fuzzy ARM algorithm called FFI_Stream is presented to tackle quantitative attributes in data streams and some techniques are proposed in the algorithm. Both synthetic and real datasets are used to evaluate the performance of the proposed algorithm. The experimental results show both the effectiveness and efficiency of the proposed algorithm. In comparison with the discrete method, the proposed algorithm using fuzzy sets and MFB_measure gets a trade-off between the number of interesting rules and efficiency.