Title :
Find Intelligent Knowledge by Second-Order Mining: Three Cases from China
Author :
Nie, Guangli ; Zhang, Lingling ; Zhang, Yuejin ; Deng, Wei ; Shi, Yong
Author_Institution :
Res. Center on Fictitious Econ. & Data Sci., Chinese Acad. of Sci., Beijing, China
Abstract :
This paper discusses the second-order mining of the results of data mining. There is still gap between the knowledge which can direct the operation of company and the knowledge got from data mining. We take the knowledge from data mining as primary knowledge and the knowledge from second-order data mining as intelligent knowledge. We discuss the importance of intelligent knowledge and the way to find intelligent knowledge from primary knowledge via second-order mining process in this study. Three cases from China are used to demonstrate the methods to finish second mining. These cases are related to central bank credit scoring, credit card churn prediction, and email service fields respectively.
Keywords :
bank data processing; data mining; electronic mail; knowledge based systems; smart cards; China; central bank credit scoring; credit card churn prediction; data mining; email service fields; intelligent knowledge; primary knowledge; second-order time mining; churn prediction; credit scoring; email service; intelligent knowledge; second-order mining;
Conference_Titel :
Data Mining Workshops (ICDMW), 2010 IEEE International Conference on
Conference_Location :
Sydney, NSW
Print_ISBN :
978-1-4244-9244-2
Electronic_ISBN :
978-0-7695-4257-7
DOI :
10.1109/ICDMW.2010.115