Efficient weighted probabilistic frequent itemset mining in uncertain databases

[1]  Jian Pei,et al.  Mining frequent patterns without candidate generation , 2000, SIGMOD 2000.

[2]  Bart Goethals,et al.  Advances in frequent itemset mining implementations: report on FIMI'03 , 2004, SKDD.

[3]  Chengqi Zhang,et al.  Summarizing probabilistic frequent patterns: a fast approach , 2013, KDD.

[4]  Charu C. Aggarwal,et al.  Frequent pattern mining with uncertain data , 2009, KDD.

[5]  Hans-Peter Kriegel,et al.  Probabilistic frequent itemset mining in uncertain databases , 2009, KDD.

[6]  YunUnil,et al.  An uncertainty-based approach , 2015 .

[7]  Long Chen,et al.  Novel Fast Networking Approaches Mining Underlying Structures From Investment Big Data , 2021, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[8]  Edward Hung,et al.  Mining Frequent Itemsets from Uncertain Data , 2007, PAKDD.

[9]  Philip S. Yu,et al.  A Survey of Uncertain Data Algorithms and Applications , 2009, IEEE Transactions on Knowledge and Data Engineering.

[10]  Philippe Fournier-Viger,et al.  A survey of itemset mining , 2017, WIREs Data Mining Knowl. Discov..

[11]  Zhixin Sun,et al.  A Weighted Frequent Itemset Mining Algorithm for Intelligent Decision in Smart Systems , 2018, IEEE Access.

[12]  Antonio Gomariz,et al.  SPMF: a Java open-source pattern mining library , 2014, J. Mach. Learn. Res..

[13]  Frans Coenen,et al.  A new method for mining Frequent Weighted Itemsets based on WIT-trees , 2013, Expert Syst. Appl..

[14]  Heungmo Ryang,et al.  An uncertainty-based approach: Frequent itemset mining from uncertain data with different item importance , 2015, Knowl. Based Syst..

[15]  Reynold Cheng,et al.  Mining uncertain data with probabilistic guarantees , 2010, KDD.

[16]  Peiyi Tang,et al.  Mining probabilistic generalized frequent itemsets in uncertain databases , 2013, ACMSE '13.

[17]  Unil Yun,et al.  A new framework for detecting weighted sequential patterns in large sequence databases , 2008, Knowl. Based Syst..

[18]  Fionn Murtagh,et al.  Weighted Association Rule Mining using weighted support and significance framework , 2003, KDD '03.

[19]  Ning Zhang,et al.  Discovering Top-k Probabilistic Frequent Itemsets from Uncertain Databases , 2017, ITQM.

[20]  Carson Kai-Sang Leung,et al.  BLIMP: A Compact Tree Structure for Uncertain Frequent Pattern Mining , 2014, DaWaK.

[21]  Philip S. Yu,et al.  Mining Frequent Itemsets over Uncertain Databases , 2012, Proc. VLDB Endow..

[22]  Tzung-Pei Hong,et al.  Weighted frequent itemset mining over uncertain databases , 2015, Applied Intelligence.

[23]  Toon Calders,et al.  Efficient Pattern Mining of Uncertain Data with Sampling , 2010, PAKDD.

[24]  Fei Chao,et al.  Generalized Adaptive Fuzzy Rule Interpolation , 2017, IEEE Transactions on Fuzzy Systems.

[25]  Reynold Cheng,et al.  Accelerating probabilistic frequent itemset mining: a model-based approach , 2010, CIKM.

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