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Reseach Article

Sequential Pattern Mining � A Study

Published on February 2013 by S. Vijayarani, S. Deepa
International Conference on Research Trends in Computer Technologies 2013
Foundation of Computer Science USA
ICRTCT - Number 1
February 2013
Authors: S. Vijayarani, S. Deepa
3aa2220a-d846-4dc2-9bba-c46b4d0b27f3

S. Vijayarani, S. Deepa . Sequential Pattern Mining � A Study. International Conference on Research Trends in Computer Technologies 2013. ICRTCT, 1 (February 2013), 14-18.

@article{
author = { S. Vijayarani, S. Deepa },
title = { Sequential Pattern Mining � A Study },
journal = { International Conference on Research Trends in Computer Technologies 2013 },
issue_date = { February 2013 },
volume = { ICRTCT },
number = { 1 },
month = { February },
year = { 2013 },
issn = 0975-8887,
pages = { 14-18 },
numpages = 5,
url = { /proceedings/icrtct/number1/10802-1004/ },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Proceeding Article
%1 International Conference on Research Trends in Computer Technologies 2013
%A S. Vijayarani
%A S. Deepa
%T Sequential Pattern Mining � A Study
%J International Conference on Research Trends in Computer Technologies 2013
%@ 0975-8887
%V ICRTCT
%N 1
%P 14-18
%D 2013
%I International Journal of Computer Applications
Abstract

Data mining is the process of identifying the valid information from large databases. There are many different tasks in data mining such as classification, clustering, prediction, time series analysis, sequence pattern mining, etc. The Sequential Pattern Mining is used to find sequential patterns that occur in large databases. It also identifies the frequent subsequences as patterns from a sequence database. In real world, as massive amount of data are needed to be collected continuously and stored in the databases. Many industries are becoming interested in mining sequential patterns from these databases. This paper provides a systematic study on sequential pattern mining methods. It also deals with the analysis of various research problems and challenges in sequential pattern mining.

References
  1. Chetna Chand, Amit Thakkar, Amit Ganatra- Sequential Pattern Mining: Survey and Current Research Challenges, International Journal of Soft Computing and Engineering (IJSCE) ISSN: 2231-2307, Volume-2, Issue-1, March 2012
  2. Koji Iwanuma, Hidetomo Nabeshima - A Short Introduction to Sequential Data Mining, The First Franco-Japanese Symposium on Knowledge Discovery in System Biology, September 17, Aix-en-Provence.
  3. Rakesh Agrawal Ramakrishna Srikant, ?Mining Sequential Patterns?, 11th Int. Conf. on Data Engineering, IEEE Computer Society Press, Taiwan, 1995 pp. 3-14.
  4. Priyanka Tiwari, Nitin Shukla- Multidimensional Sequential Pattern Mining, International Journal of Scientific and Research Publications, Volume 2, Issue 4, April 2012 1 ISSN 2250-3153
  5. Dong G. , and Pei J. , Sequence Data Mining, Springer, 2007.
  6. Qiankun Zhao, Sourav S. Bhowmick-Sequential Pattern Mining: A Survey
  7. Helen Pinto- Multidimensional Sequential Pattern Mining, © Helen Pinto 2001, Simon Fraser University, April 2001
  8. Jian Pei, Jiawei Han, Behzad Mortazavi-Asl, Helen Pinto, Qiming Chen, Umeshwar Dayal, Mei-Chun Hsu-Pre?xSpan: Mining Sequential Patterns Ef?ciently by Pre?x-Projected Pattern Growth.
  9. Jian Pei, Jiawei Han, Behzad Mortazavi-Asl, Qiming Chen, Umeshwar Dayal, Mei-Chun Hsu-FreeSpan: Frequent Pattern-Projected Sequential Pattern Mining.
  10. Mohanned J. Zaki- SPADE: An Ef?cient Algorithm for Mining Frequent Sequences, Machine Learning, 42, 31–60, 2001
  11. Syeda Farzana, Byeong-Soo Jeong-A Fast Contiguous Sequential Pattern Mining Technique in DNA Data Sequences Using Position Information.
  12. Yen-Liang Chen, Mei-Ching Chiang, Ming-Tat Ko-Discovering time-interval sequential patterns in sequence databases, Expert Systems with Applications 25 (2003) 343–354.
  13. Hao-En Chueh-Mining Target-Oriented Sequential Patterns With Time-intervals, International journal of computer science & information Technology (IJCSIT) Vol. 2, No. 4, August 2010
  14. Manish Gupta, Jiawei Han- Applications of Pattern Discovery Using Sequential Data Mining
  15. Yen-Liang Chen, Mei-Ching Chiang, Ming-Tat Ko- Discovering time-interval sequential patterns in sequence databases, Expert Systems with Applications 25 (2003) 343–354
  16. NIZAR R. MABROUKEH and C. I. EZEIFE, ?A Taxonomy of Sequential Pattern Mining Algorithms?, ACM Computing Surveys, Vol. 43, No. 1, Article 3, Publication date: November 2010.
Index Terms

Computer Science
Information Sciences

Keywords

Sequential Pattern Mining Apriori Methods Pattern Growth Methods time Interval Sequence Pattern Closed Sequential Pattern Mining Target Oriented Sequential Pattern