Commenced in January 2007
Paper Count: 31742
An Improved Data Mining Method Applied to the Search of Relationship between Metabolic Syndrome and Lifestyles
Abstract:A data cutting and sorting method (DCSM) is proposed to optimize the performance of data mining. DCSM reduces the calculation time by getting rid of redundant data during the data mining process. In addition, DCSM minimizes the computational units by splitting the database and by sorting data with support counts. In the process of searching for the relationship between metabolic syndrome and lifestyles with the health examination database of an electronics manufacturing company, DCSM demonstrates higher search efficiency than the traditional Apriori algorithm in tests with different support counts.
Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1328790Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 1375
 R. Agrawal, R. Srikant, "Fast Algorithms for Mining Association Rule," in Proceedings of 20th International Conference on Very Large Data Bases, pp. 487-499, 1994.
 W. J. Frawley, G. Piatetsky-Shapiro, C. J. Matheus, "Knowledge discovery databases: An overview," AI Magazine. vol. 13, no. 3, pp. 57-70, 1992.
 F. H. Grupe,; M. M. Owrang, " data base mining discovering new knowledge and competitive advantage," Information systems management, vol. 12, no. 4, pp. 26-31, 1995.
 M.H. Smith, and W. Pedrycz, "Expanding the meaning of and applications for data mining," International Conference on Systems, Man, and Cybernetics, vol. 3, 2000, pp. 1874.
 J. S. Park, M. Chen and P. S. Yu, "An effective hash-based algorithm for mining association rules," in Proceedings of the 1995 ACM SIGMOD international conference on Management of data.
 U. Takeaki, A. Taisuya , U. Yuzo, A. Hiroki " LCM´╝ÜAN Efficient Algorithm for Enumerating Frequent Closed Item Sets," In Proc. IEEE ICDM99 Workshop FIMI- 03,2003.
 K. M. Yu, J. Zhou, T. P. Hong, J. L. Zhou, "A Load-Balanced Distributed Parallel Mining Algorithm," Expert Systems with Applications, vol. 37, issue 3, pp.2459-2464, 2010.