TY - CONF
ID - steinbrecher2008nafips
T1 - Identifying Temporal Trajectories of Association Rules with Fuzzy Descriptions
A1 - Steinbrecher, Matthias
A1 - Kruse, Rudolf
TI - Proc. Conf. North American Fuzzy Information Processing Society (NAFIPS 2008)
Y1 - 2008
SP - 1
EP - 6
CY - New York City, NY
SN - 978-1-4244-2351-4
M2 - doi: 10.1109/nafips.2008.4531243
N2 - We propose a novel postprocessing technique for identifying sets of association rules that expose a user-specified temporal development. We explicitly do not use a learning approach that requires the database to be subdivided into time frames. Instead, a global probabilistic learning method is used for induction. The resulting association rules are then matched against a set of fuzzy concepts. These concepts comprise user-built linguistic propositions that describe the evolution of rules that might be considered interesting. The proposed technique is evaluated on a real-world data set. To present the results, we introduce a modified rule visualization along the way that is an extension of our previous work.
ER -