TY - GEN
T1 - A framework for automated association mining over multiple databases
AU - Çinicioǧlu, Esma Nur
AU - Ertek, Gürdal
AU - Demirer, Deniz
AU - Yörük, Hasan Ersin
PY - 2011
Y1 - 2011
N2 - Literature on association mining, the data mining methodology that investigates associations between items, has primarily focused on efficiently mining larger databases. The motivation for association mining is to use the rules obtained from historical data to influence future transactions. However, associations in transactional processes change significantly over time, implying that rules extracted for a given time interval may not be applicable for a later time interval. Hence, an analysis framework is necessary to identify how associations change over time. This paper presents such a framework, reports the implementation of the framework as a tool, and demonstrates the applicability of and the necessity for the framework through a case study in the domain of finance.
AB - Literature on association mining, the data mining methodology that investigates associations between items, has primarily focused on efficiently mining larger databases. The motivation for association mining is to use the rules obtained from historical data to influence future transactions. However, associations in transactional processes change significantly over time, implying that rules extracted for a given time interval may not be applicable for a later time interval. Hence, an analysis framework is necessary to identify how associations change over time. This paper presents such a framework, reports the implementation of the framework as a tool, and demonstrates the applicability of and the necessity for the framework through a case study in the domain of finance.
KW - association mining
KW - association mining over multiple databases
KW - association mining visualization
KW - data mining
KW - graph visualization
UR - http://www.scopus.com/inward/record.url?scp=79961191929&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=79961191929&partnerID=8YFLogxK
U2 - 10.1109/INISTA.2011.5946050
DO - 10.1109/INISTA.2011.5946050
M3 - Conference contribution
AN - SCOPUS:79961191929
SN - 9781612849195
T3 - INISTA 2011 - 2011 International Symposium on INnovations in Intelligent SysTems and Applications
SP - 79
EP - 85
BT - INISTA 2011 - 2011 International Symposium on INnovations in Intelligent SysTems and Applications
T2 - 2011 International Symposium on INnovations in Intelligent SysTems and Applications, INISTA 2011
Y2 - 15 June 2011 through 18 June 2011
ER -