DocumentCode :
2125132
Title :
Discovering Implicit Customer Connections with a Cognitive Situation Model
Author :
Guo, Yi ; Nan, Hua
Author_Institution :
Dept. of Comput. Sci. & Eng., East China Univ. of Sci. & Technol., Shanghai
fYear :
2008
fDate :
21-22 Dec. 2008
Firstpage :
278
Lastpage :
282
Abstract :
Exploration of implicit information of customers is a vital task for industrial enterprises and organizations. Text and data mining are two indispensable means to accomplish above task. This paper presents a hybrid mining system, EIREx, which processes unstructured (text documents) and structured (data tables from databases) information as a whole source. The construction of EIREx is inspired by a cognitive situation model, Event-Indexing Model. EIREx monitors customer information in multidimensional vectors to simulate cognitive understanding processes of human beings. To ensure accuracy, EIREx implements syntactic parsing, lexical reference and semantic analysis in information extraction procedures from mining sources. In the procedures of information integration and cross referencing, EIREx delivers a structural description to reveal implicit connections among existing customers, which are valuable for further analysis of customer orders and purchase motivations or intentions, and dealing with customerspsila complaints and suggestions.
Keywords :
customer relationship management; data mining; text analysis; EIREx; cognitive situation model; cognitive understanding process; customer information; data mining; data tables; event-indexing model; hybrid mining system; implicit customer connection; implicit information; industrial enterprises; industrial organizations; information extraction; lexical reference; multidimensional vectors; semantic analysis; syntactic parsing; text documents; text mining; Data mining; Humans; Information analysis; Knowledge acquisition; Knowledge engineering; Multidimensional systems; Psychology; Spatial databases; Support vector machines; Text mining; Cognitive Situation Model; Customer Connections; Implicit; Text Mining;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Knowledge Acquisition and Modeling, 2008. KAM '08. International Symposium on
Conference_Location :
Wuhan
Print_ISBN :
978-0-7695-3488-6
Type :
conf
DOI :
10.1109/KAM.2008.116
Filename :
4732829
Link To Document :
بازگشت