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Parallel Computation of Closed Itemsets and Implication Rule Bases
2007Formal concept analysis has been successfully applied as a data mining framework whereby target patterns come in the form of intent families and implication bases. Since their extraction is a challenging task, especially for large datasets, parallel techniques should be helpful in reducing the computational effort and increasing the scalability of the ...
Jean François Djoufak Kengue +2 more
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CWFM: Closed Contingency Weighted Frequent Itemsets Mining
2012Weighted pattern mining have been studied the importance of items. So far, in weight constraint based pattern mining, the weight has been considered the item's price. The price considered as the weight has a limit. The weight characteristic of weighted pattern mining should be considered case-by-case situation.
Eunkyoung Park +5 more
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Targeted Querying of Closed High-Utility Itemsets
2023 IEEE International Conference on Big Data (BigData), 2023Shan Huang 0009 +2 more
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Closed-Itemset Incremental-Mining Problem
2005Association rules, introduced by Agrawal, Imielinski and Swami (1993), provide useful means to discover associations in data. The problem of mining association rules in a database is defined as finding all the association rules that hold with more than a user-given minimum support threshold and a user-given minimum confidence threshold.
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Efficient strategies for incremental mining of frequent closed itemsets over data streams
Expert Systems With Applications, 2022Xiaoning Jiang +2 more
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Frequent Closed Informative Itemset Mining
2007 International Conference on Computational Intelligence and Security (CIS 2007), 2007Huaiguo Fu +2 more
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Mining Closed and Maximal Frequent Itemsets
2011This chapter contains sections titled: Introduction Preliminaries Existing Approaches for Closed and Maximal Itemset Mining Efficient CFI and MFI Mining: Charm and Genmax Experimental Results Conclusions This chapter contains sections titled: Acknowledgments ...
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Mining of Closed High Utility Itemsets: A Survey
Recent Advances in Computer Science and Communications, 2021Kuldeep Singh +2 more
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CHARM: An Efficient Algorithm for Closed Itemset Mining
Proceedings of the 2002 SIAM International Conference on Data Mining, 2002Mohammed Javeed Zaki, Ching-Jiu Hsiao
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