Research of Distributed Data Mining System Based on Web Services

Автор: LIU Weiming, YANG Jian, MAO Yimin

Журнал: International Journal of Engineering and Manufacturing(IJEM) @ijem

Статья в выпуске: 5 vol.1, 2011 года.

Бесплатный доступ

For the following reasons, the original centralized data mining became more and more out of date. First, the data source need to be processed is distributed on different computers in the networks. Second, because of the constrain of networks band, the privacy and safety of data, the incompatibility of systems and so on, it is not realistic to put all data source in a place for centralized data mining. Third, more and more demands have addressed on the openness and easy accessibility. The distributed data mining technology was presented for the problems mentioned above. This article introduced the latest technology for distributed component technology—web services technology into distributed data mining field, and took some tentative efforts in solving the problem of designing for suitable architecture of distributed data mining systems and corresponding distributed mining algorithms.

Еще

Data Mining, Distributed Computing, Component Technology, Web Service

Короткий адрес: https://sciup.org/15014224

IDR: 15014224

Список литературы Research of Distributed Data Mining System Based on Web Services

  • Aronis, J.M.Kolluri, V.Provost, F.J et al. The World: Knowledge discovery from multiple distributed database.Technical Report ISL-96-6.Department of Computer Science, University of Pittsburgh,1996.
  • H.Kargupta,B.Park,E.Johnsom,et al.Collective data mining from distributedvertically partitioned feature space. Workshop on distributed data mining. Conference on Knowledge Discovery and Data Mining. New York,USA,1998.
  • A.L.Prodromidis,P.K.Chan,S.J.Stolfo.Meta-learning in distributed data mining systems: issues and approaches. Advances in distributed data mining. AAAIPress, 1999.
  • H.Kargupta,I.hamzaoglu,B.Stafford.Scalable distributed data mining using an agent based architecture.Proc of KDD97,Menlo Park,CA,1997.
  • U.M.Fayyad,G.Piatetsky-Shapiro,P.Smyth et al.Advances in knowledge discovery and data mining.AAAI Press,1996.
  • Liu B C,Ma X X,Ge S eta1.Research and Implementation on Web Services-based Service-oriented Software architecture[J].Journal of Beijing Universityof Aeronautics and A stronautis,2004.
  • R.Heckel.Towards Modeling Service-Oriented Architectures: Method and Semantics[EB/OL].http://wwwcs.upb.de/cs/reiko.html,2008.
  • LIU Si-pei,LIU Da-you,QI Hong,et al.Service Community Chain Based Approach for Web Service Composition[J].Journal of Jilin University:Engineering and Technology Edition,2010.
Еще
Статья научная