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Data stream clustering
In computer science, data stream clustering is defined as the clustering of data that arrive continuously such as telephone records, multimedia data…
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Approximation algorithm
CURE data clustering algorithm
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Cluster analysis
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Papers overview
Semantic Scholar uses AI to extract papers important to this topic.
2019
2019
An Improved Differential Evolution Algorithm for Data Stream Clustering
Bhaskar Adepu
,
J. Gyani
,
G. Narsimha
International Journal of Electrical and Computer…
2019
Corpus ID: 208105534
A Few algorithms were actualized by the analysts for performing clustering of data streams. Most of these algorithms require that…
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2014
2014
Change detection in categorical evolving data streams
D. Ienco
,
A. Bifet
,
Bernhard Pfahringer
,
P. Poncelet
ACM Symposium on Applied Computing
2014
Corpus ID: 975838
Detecting change in evolving data streams is a central issue for accurate adaptive learning. In real world applications, data…
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2013
2013
Different Aspects of Data Stream Clustering
Madjid Khalilian
,
N. Mustapha
,
N. Sulaiman
,
A. Mamat
2013
Corpus ID: 60226183
Nowadays the growth of the datasets size causes some difficulties to extract useful information and knowledge especially in…
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Highly Cited
2012
Highly Cited
2012
Density-Based Projected Clustering of Data Streams
Marwan Hassani
,
Pascal Spaus
,
M. Gaber
,
T. Seidl
Scalable Uncertainty Management
2012
Corpus ID: 16858139
In this paper, we have proposed, developed and experimentally validated our novel subspace data stream clustering, termed…
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2011
2011
Clustering data streams with weightless neural networks
D. O. Cardoso
,
P. Lima
,
M. D. Gregorio
,
João Gama
,
F. França
The European Symposium on Artificial Neural…
2011
Corpus ID: 15801373
Producing good quality clustering of data streams in real time is a difficult problem, since it is necessary to perform the…
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2010
2010
Clustering Performance on Evolving Data Streams: Assessing Algorithms and Evaluation Measures within MOA
P. Kranen
,
Hardy Kremer
,
+4 authors
Bernhard Pfahringer
IEEE International Conference on Data Mining…
2010
Corpus ID: 2064336
In today's applications, evolving data streams are ubiquitous. Stream clustering algorithms were introduced to gain useful…
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2009
2009
Research and Implementation of Network Transmission Situation Awareness
Ying Zhuo
,
Qiang Zhang
,
Z. Gong
WRI World Congress on Computer Science and…
2009
Corpus ID: 16719156
In recent years, Network Situation Awareness mainly concentrates on the security field, but there’s no research on Network…
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2009
2009
Data stream clustering and modeling using context-trees
Wei Jiang
,
Pierre Brice
International Conference on Service Systems and…
2009
Corpus ID: 44792540
Many applications such as telecommunication and commercial video broadcasting streams, computer systems logs, and web clicks are…
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2009
2009
Feature-Based Data Stream Clustering
Mohsen Jafari Asbagh
,
H. Abolhassani
Eighth IEEE/ACIS International Conference on…
2009
Corpus ID: 5680480
Data stream clustering has attracted a huge attention in recent years. Many one-pass and evolving algorithms have been developed…
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2007
2007
Clustering Geometric Data Streams
J. Skála
,
I. Kolingerová
2007
Corpus ID: 16637648
Using recent knowledge in data stream clustering we present a modified approach to the facility location problem in the context…
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