Design and Actualization of SOA-based Data Mining System

摘要

Combining SOA (Service-Oriented Architecture) and the latest trend in date mining system development, this paper explores the advantages of service-based Data Mining services and a framework for designing the data mining system based on SOA, and also a way to set up this framework by the use of WCF (Windows Communication Foundation) is brought forward. The detailed analysis into key technologies necessary for achieving this framework is made particularly in this paper. These key technologies includes the implementation methods of the following services, that are uploading big documents service, data cleaning service, data Mining algorithm service, OLAP (OnLine Analysis Processing) service, date management service based on metadata, the realization of data warehouse service and OLAP service through programming with ADOMD.NET and how to make the solution of designing Data Mining system by using WCF.