PARSIMONY: An Infrastructure for Parallel Multidimensional Analysis and Data Mining

Journal of Parallel and Distributed Computing

Volumn 61, Issue 3, 2001, Pages 285-321

  Goil, Sanjay ^a   Choudhary, Alok ^b  

^a SUN MICROSYSTEMS   (United States)

^b NORTHWESTERN UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 0001500940     PISSN: 07437315     EISSN: None     Source Type: Journal    
DOI: 10.1006/jpdc.2000.1691     Document Type: Article

References (32)

1. S. Agarwal, R. Agrawal, P. M. Deshpande, A. Gupta, J. F. Naughton, R. Ramakrishnan, and, S. Sarawagi, On the computation of multidimensional aggregates, in, Proc. 22th Int'l Conference on Very Large Databases, Mumbai, India September 1996.
2. Bhandari I. Technical Report. 1995.
3. Bhandari I. A case study of software process improvement during development. IEEE Trans. Software Engineering. 19:1993.
4. Breiman L., Friedman J. H., Olshen R. A., Stone C. J. Classification and Regression Trees. 1984;Wadsworth, Belmont.
5. Chan P. K., Stolfo S. J. Meta-learning for multistrategy and parallel learning. Proc. Intl. Workshop on Multistrategy Learning. 1993.
6. Colliat G. OLAP, relational, and multi-dimensional database systems. SIGMOD Record. September 1996.
7. Deshpande P. M., Ramaswamy K., Shukla A., Naughton J. F. Caching multidimensional queries using chunks. Proc. ACM SIGMOD Conference on Management of Data. June 1998.
8. Fayyad U. M., Piatesky-Shapiro G., Smyth P., Uthurusamy R. Advances in Data Mining and Knowledge Discovery. 1994;MIT Press, Cambridge.
9. Goil S. High Performance On-Line Analytical Processing and Data Mining on Parallel Computers. 1999;Northwestern University.
10. Goil S., Choudhary A. Technical Report. December 1997.
11. Goil S., Choudhary A. High performance OLAP and data mining on parallel computers. J. Data Mining Knowledge Discovery. 1:1997.
12. Goil S., Choudhary A. High performance data mining using data cubes on parallel computers. Proc. International Parallel Processing Symposium. March 1998.
13. Goil S., Choudhary A. High performance multidimensional analysis and data mining. Proc. SC98: High Performance Networking and Computing Conference. November 1998.
14. Goil S., Choudhary A. Efficient parallel classification using dimensional aggregates. Proc. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 99), Workshop on Large-Scale Parallel KDD Systems. August 1999.
15. Goldberg D. E. Genetic Algorithms in Search, Optimization and Machine Learning. 1989;Morgan Kaufmann, San Marco.
16. Gray J., Bosworth A., Layman A., Pirahesh H. Data cube: A relational aggregation operator generalizing Group-By, Cross-Tab, and Sub-Totals. Proc. 12th International Conference on Data Engineering. 1996.
17. Han J., Cai Y., Cercone N. Data-driven discovery of quantitative rules in relational databases. IEEE Trans. Knowledge Data Engineering. 5:February 1993.
18. Han J., Fu Y. Discovery of multiple-level association rules from large databases. Proc. of the 21st VLDB Conference, Zurich. 1995.
19. Harinarayan V., Rajaraman A., Ullman J. D. Implementing data cubes efficient. Proc. SIGMOD International Conference on Management of Data. 1996.
20. Joshi M., Karypis G., Kumar V. A new scalable and efficient parallel classification algorithm for mining large datasets. Proc. International Parallel Processing Symposium. March 1998.
21. An Introduction to Multidimensional Database Technology. 1997.
22. Lehner W., Sporer W. On the design and implementation of the multidimensional cube-store storage manager. 15th IEEE Symposium on Mass Storage Systems (MSS'98). March 1998.
23. Mehta M., Agrawal R., Rissanen J. SLIQ: A fast scalable classifier for data mining. Proc. of the Fifth Int'l Conference on Extending Database Technology, Avignon. March 1996.
24. Michie D., Spiegelhater D. J., Taylor C. C. Machine Learning, Neural and Statistical Classification. 1994;Ellis Horwood, Chichester.
25. OLAP Council Benchmark. 1997.
26. Ross Quinlan J. C4.5: Programs for Machine Learning. 1993;Morgan Kaufmann, San Marco.
27. Sarawagi S. Indexing OLAP data. Data Engineering Bull. 20:March 1997.
28. Scheuermann P., Shim J., Vingralek R. Watchman: A data warehouse intelligent cache manager. Proc. 22th Int'l Conference on Very Large Databases, Mumbai, India. June 1998.
29. Shafer J. C., Agrawal R., Mehta M. SPRINT: A stable parallel classifier for data mining. Proc. 22th Int'l Conference on Very Large Databases, Mumbai, India. September 1996.
30. Shoshani A. OLAP and statistical databases: similarities and differences. Proc. Principles of Database Systems. 1997.
31. Shukla A., Deshpande P. M., Naughton J., Ramaswamy K. Storage estimation for multidimensional aggregates in the hierarchies. Proc. of the 22nd International VLDB Conference. May 1996.
32. Zhao Y., Deshpande P., Naughton J. An array-based algorithm for simultaneous multidimensional aggregates. Proc. ACM-SIGMOD International Conference on Management of Data. 1997;. p. 159-170.