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

Download Full-text

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

Download Full-text

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

Download Full-text

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

Download Full-text

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

Download Full-text

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

Download Full-text

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

Download Full-text

Mining frequent patterns in a varying-size sliding window of online transactional data streams

Information Sciences ◽

10.1016/j.ins.2012.05.007 ◽

2012 ◽

Vol 215 ◽

pp. 15-36 ◽

Author(s):

Hui Chen ◽

LihChyun Shu ◽

Jiali Xia ◽

Qingshan Deng

Keyword(s):

Data Streams ◽

Sliding Window ◽

Frequent Patterns ◽

Transactional Data ◽

Transactional Data Streams

Download Full-text

Using count prediction techniques for mining frequent patterns in transactional data streams

2012 9th International Conference on Fuzzy Systems and Knowledge Discovery ◽

10.1109/fskd.2012.6234217 ◽

2012 ◽

Author(s):

Chao-Wei Li ◽

Kuen-Fang Jea

Keyword(s):

Data Streams ◽

Frequent Patterns ◽

Prediction Techniques ◽

Transactional Data ◽

Transactional Data Streams

Download Full-text

estMax: Tracing Maximal Frequent Item Sets Instantly over Online Transactional Data Streams

IEEE Transactions on Knowledge and Data Engineering ◽

10.1109/tkde.2008.233 ◽

2009 ◽

Vol 21 (10) ◽

pp. 1418-1431 ◽

Author(s):

Ho Jin Woo ◽

Won Suk Lee

Keyword(s):

Data Streams ◽

Frequent Item ◽

Frequent Item Sets ◽

Transactional Data ◽

Transactional Data Streams

Download Full-text

Hancock: A Language for Analyzing Transactional Data Streams

Data-Centric Systems and Applications - Data Stream Management ◽

10.1007/978-3-540-28608-0_19 ◽

2016 ◽

pp. 387-408

Author(s):

Corinna Cortes ◽

Kathleen Fisher ◽

Daryl Pregibon ◽

Anne Rogers ◽

Frederick Smith

Keyword(s):

Data Streams ◽

Transactional Data ◽

Transactional Data Streams

Download Full-text