A STUDY ON DISTRIBUTED DATA MINING FRAMEWORKS

Distributed Data Mining is an interesting research community with respect to next generation of computing platform such as SOA, Grid and Cloud etc. and important paradigms such as Peer to Peer. There are mainly three types of Distributed Data Mining algorithms: DDM based parallel data mining agent, DDM based on mete learning, DDM based on Grid. In this paper analyses the key issues in Distributed Data Mining and a detailed survey on three kinds of DDM algorithms, its performance and its various pros and cons. The paper finally comes with an essential characteristics needed for a good DDM algorithm.

[1]  Zhenmin Lin.  Privacy Preserving Distributed Data Mining , 2012 .

[2]  Philip K. Chan,et al.  Meta-learning in distributed data mining systems: Issues and approaches , 2007 .

[3]  Hillol Kargupta,et al.  Multi-agent Systems and Distributed Data Mining , 2004, CIA.

[4]  Chris Clifton.  Privacy Preserving Distributed Data Mining , 2001 .

[5]  Adnan M. Al-Khatib,et al.  Mining Fraudulent Transactions in e-payment Systems , 2007, iiWAS.

[6]  Hussein A. Abbass,et al.  DXCS: an XCS system for distributed data mining , 2005, GECCO '05.

[7]  Mario Cannataro,et al.  Distributed data mining on grids: services, tools, and applications , 2004, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[8]  Nitesh V. Chawla,et al.  Distributed learning with bagging-like performance , 2003, Pattern Recognit. Lett..

[9]  A. A. Raheem,et al.  international Journal of Engineering Research and Applications , 2012 .

[10]  Matthias Klusch,et al.  Agent-Based Distributed Data Mining: The KDEC Scheme , 2003, AgentLink.

[11]  Danish Khan.  CAKE – Classifying, Associating and Knowledge DiscovEry - An Approach for Distributed Data Mining (DDM) Using PArallel Data Mining Agents (PADMAs) , 2008, 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology.

[12]  Adnan M. Al-Khatib.  Detect CNP Fraudulent Transactions , 2011 .

[13]  Sanjay Kumar Sen,et al.  AGENT BASED META LEARNING IN DISTRIBUTED DATA MINING SYSTEM , 2012 .

[14]  Ian T. Foster,et al.  The anatomy of the grid: enabling scalable virtual organizations , 2001, Proceedings First IEEE/ACM International Symposium on Cluster Computing and the Grid.

[15]  Ran Wolff,et al.  Distributed Data Mining in Peer-to-Peer Networks , 2006, IEEE Internet Computing.