Name
Abstract | ||
|---|---|---|
While significant strides have been made on efficient association rule mining, the usability of mining systems woefully lags behind. In particular, the usability of rule mining systems is limited by the lack of support for interactive exploration of the relationships among rule results produced with various parameter settings. Based on a novel parameter space-driven approach, our proposed Framework for Interactive Rule Exploration (FIRE) addresses the usability shortcoming. FIRE features innovative visual displays and effective interactions that enable analysts to conduct rule exploration at the speed of thought. Particularly, the parameter space view (PSpace) displays the distribution of rules produced for diverse parameter settings. This not only facilitates user parameter selection but also empowers analyst's to understand rule relationships in the parameter space context. Our user study with 22 subjects establishes the usability and effectiveness of the proposed features and interactions of FIRE using benchmark datasets. Overall, this research encompasses significant contributions at the intersection of data mining, knowledge management and visual analytics. |
Year | DOI | Venue |
|---|---|---|
2013 | 10.1145/2505515.2505631 | CIKM |
Keywords | Field | DocType |
various parameter setting,parameter space view,parameter space context,facilitates user parameter selection,efficient association rule mining,rule mining system,rule exploration,interactive visual support,rule relationship,diverse parameter setting,parameter space-driven rule mining,novel parameter space-driven approach,association rules | Data mining,Information retrieval,Visual mining,Computer science,Usability,Visual analytics,Association rule learning,Rule mining,PSPACE,Artificial intelligence,Parameter space,Machine learning | Conference |
Citations | PageRank | References |
3 | 0.39 | 15 |
Authors | ||
6 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Abhishek Mukherji | 1 | 79 | 6.27 |
| Xika Lin | 2 | 23 | 3.51 |
| Jason Whitehouse | 3 | 9 | 1.53 |
| Christopher R. Botaish | 4 | 9 | 1.53 |
| Elke A. Rundensteiner | 5 | 4076 | 700.65 |
| Matthew O. Ward | 6 | 1757 | 189.48 |