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» Tracking Clusters in Evolving Data Sets
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FLAIRS
2001
13 years 6 months ago
Tracking Clusters in Evolving Data Sets
As organizations accumulate data over time, the problem of tracking how patterns evolve becomes important. In this paper, we present an algorithm to track the evolution of cluster...
Daniel Barbará, Ping Chen
KAIS
2008
97views more  KAIS 2008»
13 years 4 months ago
Tracking clusters in evolving data streams over sliding windows
Aoying Zhou, Feng Cao, Weining Qian, Cheqing Jin
ASUNAM
2009
IEEE
13 years 10 months ago
Mining the Dynamics of Music Preferences from a Social Networking Site
In this paper we present an application of our incremental graph clustering algorithm (DENGRAPH) on a data set obtained from the music community site Last.fm. The aim of our study...
Nico Schlitter, Tanja Falkowski
ICTAI
2009
IEEE
13 years 11 months ago
FlockStream: A Bio-Inspired Algorithm for Clustering Evolving Data Streams
Existing density-based data stream clustering algorithms use a two-phase scheme approach consisting of an online phase, in which raw data is processed to gather summary statistics...
Agostino Forestiero, Clara Pizzuti, Giandomenico S...
SDM
2007
SIAM
122views Data Mining» more  SDM 2007»
13 years 6 months ago
Incremental Spectral Clustering With Application to Monitoring of Evolving Blog Communities
In recent years, spectral clustering method has gained attentions because of its superior performance compared to other traditional clustering algorithms such as K-means algorithm...
Huazhong Ning, Wei Xu, Yun Chi, Yihong Gong, Thoma...