Association Rule Mining Algorithm's Variant Analysis

rule mining is a vital technique of data mining which is of great use and importance. For Association Rule mining various new techniques have been developed but concept for the newly developed algorithms remains the same. These recent developments are basically modifications to previous ones which introduce some minute changes in existing algorithms for better results. This paper addresses these basic algorithms and techniques in an elaborative way. So the reader can understand each of these techniques along with their pros and cons, without any additional effort. The techniques discussed here involve AIS, SETM, Apriori and FP-tree in detail.

[1]  Suhani Nagpal.  Improved Apriori Algorithm using logarithmic decoding and pruning , 2012 .

[2]  Yosef Hasan Jbara,et al.  An Improved Algorithm for Mining Association Rules in Large Databases , 2011 .

[3]  N. Sharma,et al.  AN IMPROVED APRIORI‐BASED ALGORITHM FOR ASSOCIATION RULE MINING , 2014 .

[4]  Philip S. Yu,et al.  Data Mining: An Overview from a Database Perspective , 1996, IEEE Trans. Knowl. Data Eng..

[5]  Jian Pei,et al.  Mining Frequent Patterns without Candidate Generation: A Frequent-Pattern Tree Approach , 2006, Sixth IEEE International Conference on Data Mining - Workshops (ICDMW'06).

[6]  Padhraic Smyth,et al.  From Data Mining to Knowledge Discovery: An Overview , 1996, Advances in Knowledge Discovery and Data Mining.

[7]  M. H. Margahny,et al.  FAST ALGORITHM FOR MINING ASSOCIATION RULES , 2014 .

[8]  Zhigang Lu,et al.  An Improved Apriori-based Algorithm for Association Rules Mining , 2009, 2009 Sixth International Conference on Fuzzy Systems and Knowledge Discovery.

[9]  Keng Siau,et al.  A review of data mining techniques , 2001, Ind. Manag. Data Syst..

[10]  Usama M. Fayyad,et al.  Automating the Analysis and Cataloging of Sky Surveys , 1996, Advances in Knowledge Discovery and Data Mining.

[11]  Dimitris Kanellopoulos,et al.  Association Rules Mining: A Recent Overview , 2006 .

[12]  Sheila A. Abaya.  Association Rule Mining based on Apriori Algorithm in Minimizing Candidate Generation , 2012 .

[13]  R Patel Nimisha.  A Survey on Mining Algorithms , 2013 .

[14]  Tomasz Imielinski,et al.  Mining association rules between sets of items in large databases , 1993, SIGMOD Conference.

[15]  Zhuang Chen,et al.  An improved Apriori algorithm based on pruning optimization and transaction reduction , 2011, 2011 2nd International Conference on Artificial Intelligence, Management Science and Electronic Commerce (AIMSEC).