Title :
A hybrid model for migrating customer segmentation with missing attributes
Author :
Ma, Jiaxin ; Lin, Huiming ; Lu, Jun ; Zhang, Ge
Author_Institution :
SMART Infrastruct. Facility, Univ. of Wollongong, Wollongong, NSW, Australia
Abstract :
Due to missing attributes in an enterprise´s database, migrating customer segmentation results from external dataset to enterprise database in difficult. In this paper, a hybrid model, called HMCS model, is presented. This model artificially generates values of missing attributes based on external dataset and populates them to enterprise database. Based on this model, an application in a telecom application is reported. Application indicates the presented model can produce acceptable segmentation results on the enterprise dataset which is with missing attributes.
Keywords :
customer profiles; data mining; database management systems; HMCS model; customer segmentation; enterprise database; enterprise dataset; hybrid model; missing attributes; telecom application;
Conference_Titel :
IFSA World Congress and NAFIPS Annual Meeting (IFSA/NAFIPS), 2013 Joint
Conference_Location :
Edmonton, AB
DOI :
10.1109/IFSA-NAFIPS.2013.6608507