A dynamic Web service based data mining process system

被引：8

作者：

Tsai, CY

Tsai, MH

机构：

来源：

Fifth International Conference on Computer and Information Technology - Proceedings | 2005年

关键词：

data mining; Service-oriented Architecture (SOA); Web services; Business Process Execution Language for Web Service (BPEL4WS); and Predictive Model Markup Language (PMML);

D O I：

10.1109/CIT.2005.7

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

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.

引用

页码：1033 / 1039

页数：7

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