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» Clustering Data Streams
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WWW
2006
ACM
16 years 5 months ago
Online mining of frequent query trees over XML data streams
In this paper, we proposed an online algorithm, called FQT-Stream (Frequent Query Trees of Streams), to mine the set of all frequent tree patterns over a continuous XML data strea...
Hua-Fu Li, Man-Kwan Shan, Suh-Yin Lee
CIKM
2006
Springer
15 years 8 months ago
Resource-aware kernel density estimators over streaming data
A fundamental building block of many data mining and analysis approaches is density estimation as it provides a comprehensive statistical model of a data distribution. For that re...
Christoph Heinz, Bernhard Seeger
ISDA
2006
IEEE
15 years 11 months ago
Finding Groups in Data: Cluster Analysis with Ants
We present in this paper a modification of Lumer and Faieta’s algorithm for data clustering. This algorithm discovers automatically clusters in numerical data without prior kno...
Urszula Boryczka
127
Voted
DBPL
2003
Springer
92views Database» more  DBPL 2003»
15 years 10 months ago
A Query Algebra for Fragmented XML Stream Data
The increased usage of mobile devices coupled with an unprecedented demand for information has pushed the scalability problem of pull-based data service to the focus. A broadcast ...
Sujoe Bose, Leonidas Fegaras, David Levine, Vamsi ...
ICDE
2007
IEEE
118views Database» more  ICDE 2007»
16 years 6 months ago
Summarizing Order Statistics over Data Streams with Duplicates
Ying Zhang, Xuemin Lin, Yidong Yuan, Masaru Kitsur...