Extending OLAP with Fuzziness for Effective Mining of Fuzzy Multidimensional Weighted Association Rules

This paper contributes to the ongoing research on multi-dimensional online association rules mining by proposing a general architecture that utilizes a fuzzy data cube combined with the concepts of weight and multiple-level to mine fuzzy weighted multi-cross-level association rules. We compared the proposed approach to an existing approach that does not utilize fuzziness. Experimental results on the adult data of the United States census in year 2000 demonstrate the effectiveness and applicability of the proposed fuzzy OLAP based mining approach.

[1]  Jiawei Han,et al.  OLAP Mining: Integration of OLAP with Data Mining , 1997, DS-7.

[2]  Philip S. Yu,et al.  A New Approach to Online Generation of Association Rules , 2001, IEEE Trans. Knowl. Data Eng..

[3]  Hongjun Lu,et al.  Beyond intratransaction association analysis: mining multidimensional intertransaction association rules , 2000, TOIS.

[4]  Jiawei Han,et al.  Towards on-line analytical mining in large databases , 1998, SGMD.

[5]  Ramakrishnan Srikant,et al.  Mining quantitative association rules in large relational tables , 1996, SIGMOD '96.

[6]  HanJiawei,et al.  Beyond intratransaction association analysis , 2000 .

[7]  Christian Hidber,et al.  Association Rule Mining , 2017 .

[8]  Jiawei Han,et al.  Mining Multiple-Level Association Rules in Large Databases , 1999, IEEE Trans. Knowl. Data Eng..

[9]  Daming Shi,et al.  Mining fuzzy association rules with weighted items , 2000, Smc 2000 conference proceedings. 2000 ieee international conference on systems, man and cybernetics. 'cybernetics evolving to systems, humans, organizations, and their complex interactions' (cat. no.0.

[10]  Man Hon Wong,et al.  Mining fuzzy association rules in databases , 1998, SGMD.

[11]  Laks V. S. Lakshmanan,et al.  Exploratory mining and pruning optimizations of constrained associations rules , 1998, SIGMOD '98.

[12]  Jiawei Han,et al.  Metarule-Guided Mining of Multi-Dimensional Association Rules Using Data Cubes , 1997, KDD.

[13]  Philip S. Yu,et al.  An effective hash-based algorithm for mining association rules , 1995, SIGMOD '95.

[14]  Ada Wai-Chee Fu,et al.  Mining association rules with weighted items , 1998, Proceedings. IDEAS'98. International Database Engineering and Applications Symposium (Cat. No.98EX156).

[15]  Anthony K. H. Tung,et al.  Efficient Mining of Intertransaction Association Rules , 2003, IEEE Trans. Knowl. Data Eng..