Title :
On local pruning of association rules using directed hypergraphs
Author :
Chawla, Sanjay ; Davis, Joseph ; Pandey, Gaurav
Author_Institution :
Knowledge Manage. Res. Group, Sydney Univ., NSW, Australia
fDate :
30 March-2 April 2004
Abstract :
Here we propose an adaptive local pruning method for association rules. Our method exploits the exact mapping between a certain class of association rules, namely those whose consequents are singletons and backward directed hypergraphs (B-graphs). The hypergraph which represents the association rules is called an association rules network(ARN). Here we present a simple example of an ARN. We further prove several properties of the ARN and apply the results of our approach to two popular data sets.
Keywords :
data mining; directed graphs; B-graph; association rule pruning; association rules network; backward directed hypergraph; Association rules; Australia; Data engineering; Knowledge management; Network synthesis; Senior citizens; Writing;
Conference_Titel :
Data Engineering, 2004. Proceedings. 20th International Conference on
Print_ISBN :
0-7695-2065-0
DOI :
10.1109/ICDE.2004.1320063