Sequential Pattern Mining Using Algorithm

Authors

  • Kirti S. Patil S.S.B.T’s COET, Bambhori Jalgaon - 425 201, Maharashtra, India
  • Sandip S. Patil S.S.B.T’s COET, Bambhori Jalgaon - 425 201, Maharashtra, India

DOI:

https://doi.org/10.51983/ajcst-2013.2.1.1715

Keywords:

Sequential patterns, Apriori algorithm, FP-tree algorithm, Sequential pattern mining

Abstract

The concept of Sequential Pattern Mining was first introduced by Rakesh Agrawal and Ramakrishnan Srikant in the year 1995. Sequential Patterns are used to discover sequential sub-sequences among large amount of sequential data. In web usage mining, sequential patterns are exploited to find sequential navigation patterns that appear in users’ sessions sequentially. The information obtained from sequential pattern mining can be used in marketing, medical records, sales analysis, and so on. In this paper, a new algorithm is proposed; it combines the Apriori algorithm and FP-tree structure which proposed in FP-growth algorithm. The advantage of proposed algorithm is that it dosen’t need to generate conditional pattern bases and sub-conditional pattern tree recursively. And the results of the experiments show that it works faster than Apriori.

References

R. Agrawal, and R. Srikant, “Mining sequential patterns”, In Proceedings of 11th International Conference on Data Engineering (ICDE). Taipei, Taiwan, pp.3-14. 1995.

R. Agrawal and R. Srikant. Fast algorithms for mining association rules. In VLDBY94, pp. 487-499.

J. Han, J. Pei, and Y. Yin. Mning Sequential Patterns without Candidate Generation (PDF), (Slides), Proc. 2000.

ACM-SIGMOD Int. May 2000. Han J. and Fu Y. “Discovery of Multiple level association rules from large databases”. In Proceedings of the 21st International Conference on Very Large Databases, Zurich, Switzerland, pp.1-12.1995.

J. Pei, J. Han, and H. Lu. Hmine: Hyper-structure mining of frequent patterns in large databases. In ICDM, pp 441–448, 2001.

Mohammad El - Hajj and Osmar R Zaïane. COFI Approach for Mining Frequent Item sets Revisited, 9th ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery (DMKD- 04), Paris, France, June 2004.

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Published

05-05-2013

How to Cite

Patil, K. S., & Patil, S. S. (2013). Sequential Pattern Mining Using Algorithm. Asian Journal of Computer Science and Technology, 2(1), 19–21. https://doi.org/10.51983/ajcst-2013.2.1.1715