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Mining Large Itemsets for Association Rules.

Charu C. Aggarwal, Philip S. Yu: Mining Large Itemsets for Association Rules. IEEE Data Eng. Bull. 21(1): 23-31(1998)
@article{DBLP:journals/debu/AggarwalY98,
  author    = {Charu C. Aggarwal and
               Philip S. Yu},
  title     = {Mining Large Itemsets for Association Rules},
  journal   = {IEEE Data Eng. Bull.},
  volume    = {21},
  number    = {1},
  year      = {1998},
  pages     = {23-31},
  ee        = {db/journals/debu/AggarwalY98.html},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}
BibTeX

Abstract

This paper provides a survey of the itemset method for association rule generation. The paper discusses past research on the topic and also studies the relevance and importance of the itemset method in generating associ-ation rules. We discuss a number of variations of the association rule problem which have been proposed in the literature and their practical applications. Some inherent weaknesses of the large itemset method for associa-tion rule generation have been explored. We also discuss some other formulations of associations which can be viable alternatives to the traditional association rule generation method.

Copyright © 1998 by The Institute of Electrical and Electronic Engineers, Inc. (IEEE). Abstract used with permission.

ACM SIGMOD Anthology

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Data Engineering Bulletin March 1998: Mining of Large Datasets (Daniel Barbara, ed.)
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References

[1]
Charu C. Aggarwal, Philip S. Yu: Online Generation of Association Rules. ICDE 1998: 402-411 BibTeX
[2]
Charu C. Aggarwal, Zheng Sun, Philip S. Yu: Online Generation of Profile Association Rules. KDD 1998: 129-133 BibTeX
[3]
Charu C. Aggarwal, Philip S. Yu: A New Framework For Itemset Generation. PODS 1998: 18-24 BibTeX
[4]
Rakesh Agrawal, Tomasz Imielinski, Arun N. Swami: Mining Association Rules between Sets of Items in Large Databases. SIGMOD Conference 1993: 207-216 BibTeX
[5]
Rakesh Agrawal, Ramakrishnan Srikant: Fast Algorithms for Mining Association Rules in Large Databases. VLDB 1994: 487-499 BibTeX
[6]
Rakesh Agrawal, Ramakrishnan Srikant: Mining Sequential Patterns. ICDE 1995: 3-14 BibTeX
[7]
...
[8]
Roberto J. Bayardo Jr.: Efficiently Mining Long Patterns from Databases. SIGMOD Conference 1998: 85-93 BibTeX
[9]
Sergey Brin, Rajeev Motwani, Craig Silverstein: Beyond Market Baskets: Generalizing Association Rules to Correlations. SIGMOD Conference 1997: 265-276 BibTeX
[10]
Sergey Brin, Rajeev Motwani, Jeffrey D. Ullman, Shalom Tsur: Dynamic Itemset Counting and Implication Rules for Market Basket Data. SIGMOD Conference 1997: 255-264 BibTeX
[11]
Ming-Syan Chen, Jiawei Han, Philip S. Yu: Data Mining: An Overview from a Database Perspective. IEEE Trans. Knowl. Data Eng. 8(6): 866-883(1996) BibTeX
[12]
Mika Klemettinen, Heikki Mannila, Pirjo Ronkainen, Hannu Toivonen, A. Inkeri Verkamo: Finding Interesting Rules from Large Sets of Discovered Association Rules. CIKM 1994: 401-407 BibTeX
[13]
Jiawei Han, Yongjian Fu: Discovery of Multiple-Level Association Rules from Large Databases. VLDB 1995: 420-431 BibTeX
[14]
Brian Lent, Arun N. Swami, Jennifer Widom: Clustering Association Rules. ICDE 1997: 220-231 BibTeX
[15]
Heikki Mannila, Hannu Toivonen, A. Inkeri Verkamo: Efficient Algorithms for Discovering Association Rules. KDD Workshop 1994: 181-192 BibTeX
[16]
Jun-Lin Lin, Margaret H. Dunham: Mining Association Rules: Anti-Skew Algorithms. ICDE 1998: 486-493 BibTeX
[17]
...
[18]
Banu Özden, Sridhar Ramaswamy, Abraham Silberschatz: Cyclic Association Rules. ICDE 1998: 412-421 BibTeX
[19]
Jong Soo Park, Ming-Syan Chen, Philip S. Yu: Using a Hash-Based Method with Transaction Trimming for Mining Association Rules. IEEE Trans. Knowl. Data Eng. 9(5): 813-825(1997) BibTeX
[20]
Jong Soo Park, Ming-Syan Chen, Philip S. Yu: Efficient Parallel and Data Mining for Association Rules. CIKM 1995: 31-36 BibTeX
[21]
Ashok Savasere, Edward Omiecinski, Shamkant B. Navathe: An Efficient Algorithm for Mining Association Rules in Large Databases. VLDB 1995: 432-444 BibTeX
[22]
Ashok Savasere, Edward Omiecinski, Shamkant B. Navathe: Mining for Strong Negative Associations in a Large Database of Customer Transactions. ICDE 1998: 494-502 BibTeX
[23]
Rajeev Rastogi, Kyuseok Shim: Mining Optimized Association Rules with Categorical and Numeric Attributes. ICDE 1998: 503-512 BibTeX
[24]
Ramakrishnan Srikant, Rakesh Agrawal: Mining Generalized Association Rules. VLDB 1995: 407-419 BibTeX
[25]
...
[26]
Ramakrishnan Srikant, Rakesh Agrawal: Mining Quantitative Association Rules in Large Relational Tables. SIGMOD Conference 1996: 1-12 BibTeX
[27]
Hannu Toivonen: Sampling Large Databases for Association Rules. VLDB 1996: 134-145 BibTeX
[28]
...
[29]
...

Referenced by

  1. Christian Hidber: Online Association Rule Mining. SIGMOD Conference 1999: 145-156
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