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» Mining Frequent Itemsets in a Stream
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MLDM
2005
Springer
15 years 3 months ago
Statistical Supports for Frequent Itemsets on Data Streams
Abstract. A statistical technique is developed for estimating the support of itemsets on data streams, regardless of the size of the data stored. This technique, which is computati...
Pierre-Alain Laur, Jean-Emile Symphor, Richard Noc...
ICDM
2006
IEEE
128views Data Mining» more  ICDM 2006»
15 years 3 months ago
delta-Tolerance Closed Frequent Itemsets
James Cheng, Yiping Ke, Wilfred Ng
DIS
2007
Springer
15 years 1 months ago
Efficient Incremental Mining of Top-K Frequent Closed Itemsets
In this work we study the mining of top-K frequent closed itemsets, a recently proposed variant of the classical problem of mining frequent closed itemsets where the support thresh...
Andrea Pietracaprina, Fabio Vandin
KAIS
2006
164views more  KAIS 2006»
14 years 9 months ago
On efficiently summarizing categorical databases
Frequent itemset mining was initially proposed and has been studied extensively in the context of association rule mining. In recent years, several studies have also extended its a...
Jianyong Wang, George Karypis
ICDM
2009
IEEE
139views Data Mining» more  ICDM 2009»
14 years 7 months ago
Frequent Pattern Discovery from a Single Graph with Quantitative Itemsets
In this paper, we focus on a single graph whose vertices contain a set of quantitative attributes. Several networks can be naturally represented in this complex graph. An example i...
Yuuki Miyoshi, Tomonobu Ozaki, Takenao Ohkawa