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Please use this identifier to cite or link to this item: http://repository.iitr.ac.in/handle/123456789/15759
Title: Distributed frequent itemset mining framework for incremental data using MPI-style WSRF services
Authors: Verma H.
Toshniwal, Durga
Peddoju, Sateesh Kumar
Published in: Proceedings of ACM International Conference
Abstract: The Web Services Resource Framework (WSRF) is the standard for the implementation of Grid applications which can be exploited for developing high-level services for distributed data mining applications. More performance can be achieved if there is support for tightly-coupled services where running services can exchange messages with each other as per MPI standards. This paper presents the design and development of an efficient frequent itemset mining framework for mining incremental and distributed data on Grid, integrated with MPI programming technologies of MPI-style Web Services (MPIWS). MPIWS takes advantage of the SOAP communication protocol, and allows direct MPI-style communication among loosely coupled services. The proposed framework generates local models as well as global model of frequent itemset mining. Both of these models are stored in WSRF stateful resource and used in subsequent mining over incremented dataset. The proposed framework is fully compliant with WSRF specifications. It has been evaluated for its performance analysis with various Grid configurations and dataset increment sizes. The obtained results validate the feasibility and efficiency of MPI style web services in Grid environment for tightly-coupled data mining applications. © 2012 ACM.
Citation: Proceedings of ACM International Conference , (2012), 74- 81. Chennai
URI: https://doi.org/10.1145/2345396.2345409
http://repository.iitr.ac.in/handle/123456789/15759
Issue Date: 2012
Keywords: Globus toolkit
grid
MPIWS
WSRF
ZIGZAG
ISBN: 9.78E+12
Author Scopus IDs: 57214375161
8683737500
55356151200
Author Affiliations: Verma, H., Department of Electronics and Computer Engineering, Indian Institute of Technology Roorkee, Roorkee, India
Toshniwal, D., Department of Electronics and Computer Engineering, Indian Institute of Technology Roorkee, Roorkee, India
Peddoju, S.K., Department of Electronics and Computer Engineering, Indian Institute of Technology Roorkee, Roorkee, India
Corresponding Author: Verma, H.; Department of Electronics and Computer Engineering, Indian Institute of Technology Roorkee, Roorkee, India; email: hrsvrma@gmail.com
Appears in Collections:Conference Publications [CS]

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