45 search results - page 3 / 9 » A Framework for Clustering Massive-Domain Data Streams |
VLDB
2004
ACM
14 years 1 months ago
2004
ACM
KDD
2007
ACM
14 years 9 months ago
2007
ACM
Existing data-stream clustering algorithms such as CluStream are based on k-means. These clustering algorithms are incompetent to find clusters of arbitrary shapes and cannot hand...
DASFAA
2007
IEEE
14 years 2 months ago
2007
IEEE
Abstract. Moving object environments are characterized by large numbers of objects continuously sending location updates. At times, data arrival rates may spike up, causing the loa...
DAWAK
2004
Springer
14 years 1 months ago
2004
Springer
Clustering is a difficult problem especially when we consider the task in the context of a data stream of categorical attributes. In this paper, we propose SCLOPE, a novel algorith...
CIDM
2007
IEEE
14 years 2 months ago
2007
IEEE
This paper presents a prototype-driven framework for classifying evolving data streams. Our framework uses cluster prototypes to summarize the data and to determine whether the cur...