A dynamic Web service based data mining process system

Author

Tsai, Chieh-Yuan ; Tsai, Min-Hong

Author_Institution

Dept. of Ind. Eng. & Manage., Yuan-Ze Univ., Taiwan

fYear

2005

fDate

21-23 Sept. 2005

Firstpage

1033

Lastpage

1039

Abstract

This research introduces a dynamic data mining process (DDMP) system based on service-oriented architecture (SOA). Each activity in data mining process is viewed as a Web service operated on Internet. The Web services provide functions of data preprocessing, data mining algorithms, and visualization analysis. Depending on user´s requirement, the Web services are dynamically linked using Business Process Execution Language for Web service (BPEL4WS) to construct a desired data mining process. Finally, the result model described by Predictive Model Markup Language (PMML) is returned for further analysis. A practical credit card data set provided by a commercial bank is implemented using the proposed system. It is found that the DDMP system can provide dynamical and satisfied analysis result to the enterprise.

Keywords

Internet; business data processing; data mining; hypermedia markup languages; Business Process Execution Language; Internet; Predictive Model Markup Language; data preprocessing; dynamic Web service based data mining process system; service-oriented architecture; visualization analysis; Algorithm design and analysis; Business; Data mining; Data preprocessing; Data visualization; Markup languages; Predictive models; Service oriented architecture; Web and internet services; Web services; Business Process; Data Mining; Execution Language for Web Service (BPEL4WS); Service-Orientedb Architecture (SOA); Web Services; and Predictive Model Markup Language (PMML).;

fLanguage

English

Publisher

ieee

Conference_Titel

Computer and Information Technology, 2005. CIT 2005. The Fifth International Conference on

Print_ISBN

0-7695-2432-X

Type

conf

DOI

10.1109/CIT.2005.7

Filename

1562794