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Discovery of Temporal Associations in Multivariate Time Series
Found in: IEEE Transactions on Knowledge and Data Engineering
By Dennis E.H. Zhuang,Gary C.L. Li,Andrew K. C. Wong
Issue Date:December 2014
pp. 2969-2982
Multivariate time series are common in many application domains, particularly in industrial processes with a large number of sensors installed for process monitoring and control. Often, such data encapsulate complex relations among individual series. This ...
 
Discovery of Delta Closed Patterns and Noninduced Patterns from Sequences
Found in: IEEE Transactions on Knowledge and Data Engineering
By Andrew K.C. Wong,Dennis Zhuang,Gary C.L. Li,En-Shiun Annie Lee
Issue Date:August 2012
pp. 1408-1421
Discovering patterns from sequence data has significant impact in many aspects of science and society, especially in genomics and proteomics. Here we consider multiple strings as input sequence data and substrings as patterns. In the real world, usually a ...
 
Simultaneous Pattern and Data Clustering for Pattern Cluster Analysis
Found in: IEEE Transactions on Knowledge and Data Engineering
By Andrew K.C. Wong, Gary C.L. Li
Issue Date:July 2008
pp. 911-923
In data mining and knowledge discovery, pattern discovery extracts previously unknown regularities in the data and is a useful tool for categorical data analysis. However, the number of patterns discovered is often overwhelming. It is difficult and time-co...
 
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