Discovering frequent itemsets over transactional data streams through an efficient and stable approximate approach

Expert Systems with Applications ◽

10.1016/j.eswa.2009.04.053 ◽

2009 ◽

Vol 36 (10) ◽

pp. 12323-12331 ◽

Author(s):

Kuen-Fang Jea ◽

Chao-Wei Li

Keyword(s):

Data Streams ◽

Frequent Itemsets ◽

Approximate Approach ◽

Transactional Data ◽

Transactional Data Streams

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An Efficient Approximate Approach to Mining Frequent Itemsets over High Speed Transactional Data Streams

2008 Eighth International Conference on Intelligent Systems Design and Applications ◽

10.1109/isda.2008.74 ◽

2008 ◽

Author(s):

Kuen-Fang Jea ◽

Chao-Wei Li ◽

Tsui-Ping Chang

Keyword(s):

Data Streams ◽

Frequent Itemsets ◽

Approximate Approach ◽

Transactional Data ◽

Mining Frequent Itemsets ◽

Transactional Data Streams

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Effect of Count Estimation in Finding Frequent Itemsets over Online Transactional Data Streams

Journal of Computer Science and Technology ◽

10.1007/s11390-005-0007-3 ◽

2005 ◽

Vol 20 (1) ◽

pp. 63-69 ◽

Author(s):

Joong Hyuk Chang ◽

Won Suk Lee

Keyword(s):

Data Streams ◽

Frequent Itemsets ◽

Transactional Data ◽

Transactional Data Streams ◽

Count Estimation

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Finding recently frequent itemsets adaptively over online transactional data streams,

Information Systems ◽

10.1016/j.is.2005.04.001 ◽

2006 ◽

Vol 31 (8) ◽

pp. 849-869 ◽

Author(s):

Joong Hyuk Chang ◽

Won Suk Lee

Keyword(s):

Data Streams ◽

Frequent Itemsets ◽

Transactional Data ◽

Transactional Data Streams

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A false negative approach to mining frequent itemsets from high speed transactional data streams

Information Sciences ◽

10.1016/j.ins.2005.11.003 ◽

2006 ◽

Vol 176 (14) ◽

pp. 1986-2015 ◽

Author(s):

J YU ◽

Z CHONG ◽

H LU ◽

Z ZHANG ◽

A ZHOU

Keyword(s):

Data Streams ◽

False Negative ◽

Frequent Itemsets ◽

Transactional Data ◽

Mining Frequent Itemsets ◽

Transactional Data Streams

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False Positive or False NegativeMining Frequent Itemsets from High Speed Transactional Data Streams

Proceedings 2004 VLDB Conference ◽

10.1016/b978-012088469-8/50021-8 ◽

2004 ◽

pp. 204-215 ◽

Author(s):

J YU ◽

Z CHONG ◽

H LU ◽

A ZHOU

Keyword(s):

Data Streams ◽

False Positive ◽

Frequent Itemsets ◽

Transactional Data ◽

Transactional Data Streams

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Improved Counter Based Algorithms for Frequent Pairs Mining in Transactional Data Streams

Machine Learning and Knowledge Discovery in Databases - Lecture Notes in Computer Science ◽

10.1007/978-3-642-33460-3_59 ◽

2012 ◽

pp. 843-858 ◽

Author(s):

Konstantin Kutzkov

Keyword(s):

Data Streams ◽

Transactional Data ◽

Transactional Data Streams

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Effective approximation of parametrized closure systems over transactional data streams

Machine Learning ◽

10.1007/s10994-019-05827-w ◽

2019 ◽

Vol 109 (6) ◽

pp. 1147-1177

Author(s):

Daniel Trabold ◽

Tamás Horváth ◽

Stefan Wrobel

Keyword(s):

Data Streams ◽

Closure Systems ◽

Transactional Data ◽

Effective Approximation ◽

Transactional Data Streams

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CD-TDS: Change detection in transactional data streams for frequent pattern mining

2016 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn.2016.7727383 ◽

2016 ◽

Author(s):

Yun Sing Koh

Keyword(s):

Change Detection ◽

Data Streams ◽

Pattern Mining ◽

Frequent Pattern Mining ◽

Frequent Pattern ◽

Transactional Data ◽

Transactional Data Streams

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Efficient Reservoir Sampling for Transactional Data Streams

Sixth IEEE International Conference on Data Mining - Workshops (ICDMW'06) ◽

10.1109/icdmw.2006.68 ◽

2006 ◽

Author(s):

Manoranjan Dash ◽

Willie Ng

Keyword(s):

Data Streams ◽

Reservoir Sampling ◽

Transactional Data ◽

Transactional Data Streams

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A Test Paradigm for Detecting Changes in Transactional Data Streams

Database Systems for Advanced Applications - Lecture Notes in Computer Science ◽

10.1007/978-3-540-78568-2_17 ◽

2008 ◽

pp. 204-219 ◽

Author(s):

Willie Ng ◽

Manoranjan Dash

Keyword(s):

Data Streams ◽

Transactional Data ◽

Transactional Data Streams

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