• 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