Distributed data mining on grids: Services, tools, and applications

IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics

Volumn 34, Issue 6, 2004, Pages 2451-2465

  Cannataro, Mario ^a   Congiusta, Antonio ^b   Pugliese, Andrea ^b   Talia, Domenico ^b   Trunfio, Paolo ^b  

^a UNIVERSITY MAGNA GRAECIA OF CATANZARO   (Italy)

^b UNIVERSITY OF CALABRIA   (Italy)

Author keywords

Data mining; Grid computing; Grid programming; Grid scheduling; Knowledge grid

Indexed keywords

ALGORITHMS; COMPUTATIONAL METHODS; DATA REDUCTION; DISTRIBUTED COMPUTER SYSTEMS; INFORMATION SERVICES; KNOWLEDGE BASED SYSTEMS; METADATA; PARALLEL PROCESSING SYSTEMS; SOFTWARE ENGINEERING; XML;

DATA ARCHIVES; DATA MINING ALGORITHMS; DISTRIBUTED DATA MINING; GRID COMPUTING; GRID PROGRAMMING; GRID SCHEDULING; KNOWLEDGE GRID;

DATA MINING;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; COMPARATIVE STUDY; COMPUTER INTERFACE; COMPUTER NETWORK; COMPUTER PROGRAM; DATA BASE; EVALUATION; FACTUAL DATABASE; INFORMATION DISSEMINATION; INFORMATION RETRIEVAL; METHODOLOGY;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; COMPUTER COMMUNICATION NETWORKS; DATABASE MANAGEMENT SYSTEMS; DATABASES, FACTUAL; INFORMATION DISSEMINATION; INFORMATION STORAGE AND RETRIEVAL; PATTERN RECOGNITION, AUTOMATED; SOFTWARE; SOFTWARE DESIGN; USER-COMPUTER INTERFACE;

EID: 10044293277     PISSN: 10834419     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCB.2004.836890     Document Type: Article

References (48)

1. I. Foster and C. Kesselman, "The anatomy of the grid: Enabling scalable virtual organizations. S. Tuecke," Int. J. Supercomput. Applicat. vol. 15, no. 3. 2001.
2. Building the Grid: An Integrated Services and Toolkit Architecture for Next Generation Networked Applications, I. Foster. (2000). [Online]. Available: http://www.gridforum.org/building_theìd.htm
3. Legion [Online]. Available: http://legion.virginia.edu
4. Condor [Online]. Available: http://www.cs.wisc.edu/condor
5. Unicore [Online]. Available: http://www.unicore.org
6. The Globus Toolkit [Online]. Available: http://www.globus.org/toolkit
7. W. Hoschek, J. Jaen-Martinez, A. Samar, H. Stockinger, and K. Stockinger, "Data management in an international data grid project," in Proc. IEEE/ACM Int. Workshop Grid Computing Grid, Dec. 2000, pp. 77-90.
8. P. Avery and I. Foster, (2001) GriPhyN Project Description. [Online]. Available: http://www.griphyn.org/info/index.html
9. Y. Morita et al., "Grid data farm for atlas simulation data challenges," in Proc. Int. Conf. Computing High Energy Nuclear Physics, 2001, pp. 699-701
10. A. Chervenak, I. Foster, C. Kesselman, C. Salisbury, and S. Tuecke, "The data grid: Toward an architecture for the distributed management and analysis of large scientific datasets," J. Netw. Comput. Appl. vol. 23, pp. 187-200, 2001.
11. F. Berman, private communication, Nov. 2001.
12. M. Cannataro and D. Talia, "The knowledge grid," Commun. ACM, vol. 46. no. 1, pp. 89-93, 2003.
13. M. Cannataro, A. Congiusta, D. Talia, and P. Trunfio, "A data maning toolset for distributed high-performance platforms," in Proc. Conf. Data Mining, Bologna, Italy, 2002.
14. I. Foster and C. Kesselman, "Globus: A metacomputing infrastructure toolkit," Int. J. Supercomput. Applicat., vol. 11, pp. 115-128, 1997.
15. The Grid Security Infrastructure. The Globus Project. [Online]. Available: http://www.globus.org/security
16. The Monitoring and Discovery Service. The Globus Project. [Online]. Available: http://www.globus.org/mds
17. The Globus Resource Allocation Manager. The Globus Project. [Online]. Available: http://www.globus.org/gram
18. The Dynamically-Updated Request [Online] Coallocator (DUROC). The Globus Project. [Online]. Available: http://www.globus.org/duroc
19. The Globus Heartbeat Monitor Specification v1.0. The Globus Project. [Online]. Available: http://www.globus.org/hbm/heartbeat⊃ec.html
20. The GridFTP protocol. The Globus Project. [Online]. Available: http:// www.globus.org/datagrid/gridftp.html
21. The Globus Replica Catalog. The Globus Project. [Online]. Available: http://www.globus.org/datagrid/replica-catalog.html
22. The Globus Replica Management API. The Globus Project. [Online]. Available: http://www.globus.org/datagrid/replica-management.html
23. The Globus Resource Specification Language RSL v1.0. The Globus Project. [Online]. Available: http://www.globus.org/gram/rs1⊃ecl.html
24. J. MacQueen, "Some methods for classification and analysis of multivariate observations," in Proc. 5th Symp. Mathematical Statistics Probability, 1967, pp. 281-297.
25. Intelligent Miner [Online]. Available: http://www.software.ibm.com/data/ iminer/
26. P. Cheeseman and J. Stutz, "Bayesian classification (autoclass): Theory and results," in Advances in Knowledge Discovery and Data Mining, U. M. Fayyad, G. Piatetsky-Shapiro, P. Smyth, and R. Uthurusamy, Eds. Cambridge, MA: MIT Press, 1996, pp. 61-83.
27. J. R. Quinlan, (2002) See5/C5.0, version 1.16. [Online]. Available: http://www.rulequest.com/see5-info.html
28. R. Wolski, N. Spring, and J. Hayes, "The network weather service: A distributed resource performance forecasting service for metacomputing," Future Gener. Comput. Syst., vol. 15, 1999.
29. S. Orlando, P. Palmerini, R. Perego, and F. Silvestri, "Scheduling high performance data mining tasks on a data grid environment," Europar 2002.
30. Y. Kwok and I. Ahmad, "Static scheduling algorithms for allocating directed task graphs to multiprocessors," ACM Comput. Surv., vol. 31, no. 4, 1999.
31. M. R. Garey and D. S. Johnson, Computers and Intractability: A Guide to the Theory of NP-Completeness. New York: W.H. Freeman, 1979.
32. D. Arnold, H. Casanova, and J. Dongarra, "Innovation of the netsolve grid computing system," Concur. Comput., 2002.
33. A. Abraham, R. Buyya, and B. Nath, "Nature's heuristics for scheduling jobs on computational grids," in Proc. IEEE 8th Int. Conf. Advanced Computing Communications, 2000.
34. H. Dail, H. Casanova, and F. Berman, "A Modular Scheduling Approach for Grid Application Development Environments," UCSD, 2002.
35. H. J. Siegel and S. Ali, "Techniques for mapping tasks to machines in heterogeneous computing systems," J. Syst. Architect., vol. 46, 2000.
36. M. Mika, G. Waligora, and J. Weglarz, "A metaheuristic approach to scheduling workflow jobs on a grid," in Grid Resource Management, J. Nabrzyski, J. Schopf, and J. Weglarz, Eds. Norwell, MA: Kluwer, 2003.
37. M. Cannataro and C. Comito, "A data mining ontology for grid programming," in Proc. 1st Int. Workshop Semantics Peer-to Peer Grid Computing (SemPGrid), 2003, pp. 113-134.
38. H. Tangmunarunkit, S. Decler, and C. Kesselman, "Ontology-resource matching in the grid the grid meets the semantic web," in Proc. 1st Int. Workshop Semantics Peer-to-Peer Grid Computing, pp. 85-101.
39. M. Cannataro, C. Mastroianni, D. Talia, and P. Trunfio, "Evaluating and enhancing the use of the GridFTP protocol for efficient data transfer on the grid," in Proc. 10th Euro PVM/MPI, vol. 2840, Venice, Italy, 2003. pp. 619-628.
40. DataSpace [Online]. Available: http://www.dataspaceweb.net/
41. Y. Gu, X. Hong, M. Mazzucco, and R. Grossman, "SABUL: A high performance data transfer protocol," IEEE Commun. Lett., submitted for publication.
42. C. Clifton et al., "Tools for privacy preserving distributed data mining," ACM SIGKDD Explorations Newsletter, vol. 4, no. 2, pp. 28-34, 2002.
43. F. Berman, "From teragrid to knowledge grid," Commun. ACM, vol. 44, no. 11, pp. 27-28, 2001.
44. W. E. Johnston, "Computational and data grids in large-scale science and engineering," Future Generation Computer Systems, 2002, to be published.
45. Advances in Distributed and Parallel Knowledge Discovery, H. Kargupta and P. Chan, Eds., MIT Press, Cambridge, MA, 2000.
46. T. Hinke and J. Novonty, "Data mining on NASA's information power grid," in Proc. 9th IEEE Int. Symp. High Performance Distributed Computing, 2000.
47. Y. Guo, (2002) Discovery Net. [Online]. Available: http:// www.lesc.ic.ac.uk/projects/dnet.html
48. (2002) Testbeds. National Center for Data Mining, Laboratory for Advanced Computing, Univ. Illinois, Chicago. [Online]. Available: http:// www.ncdm.uic.edu/testbeds.htm