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157
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SDM
2012
SIAM
13 years 3 months ago
2012
SIAM
Compression based pattern mining has been successfully applied to many data mining tasks. We propose an approach based on the minimum description length principle to extract seque...
109
Voted
AUSDM
2007
Springer
15 years 7 months ago
2007
Springer
Mining frequent patterns such as frequent itemsets is a core operation in many important data mining tasks, such as in association rule mining. Mining frequent itemsets in high-di...
89
Voted
PAKDD
2010
ACM
15 years 5 months ago
2010
ACM
Both itemset mining and graph mining have been studied independently. Here, we introduce a novel data structure, which is an unweighted graph whose vertices contain itemsets. From ...
111
Voted
WSDM
2010
ACM
15 years 10 months ago
2010
ACM
This article describes an application of the partially observable Markov (POM) model to the analysis of a large scale commercial web search log. Mathematically, POM is a variant o...
96
Voted
ICDM
2006
IEEE
15 years 6 months ago
2006
IEEE
Graph-structured data is becoming increasingly abundant in many application domains. Graph mining aims at finding interesting patterns within this data that represent novel knowl...