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» Web-scale k-means clustering

TJS
2010

182views more TJS 2010»

A novel unsupervised classification approach for network anomaly detection by k-Means clustering and ID3 decision tree learning

13 years 5 months ago

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This paper presents a novel host-based combinatorial method based on k-Means clustering and ID3 decision tree learning algorithms for unsupervised classification of anomalous and ...

Yasser Yasami, Saadat Pour Mozaffari

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ISAAC
2009
Springer

175views Algorithms» more ISAAC 2009»

Worst-Case and Smoothed Analysis of k-Means Clustering with Bregman Divergences

14 years 1 months ago

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The k-means algorithm is the method of choice for clustering large-scale data sets and it performs exceedingly well in practice. Most of the theoretical work is restricted to the c...

Bodo Manthey, Heiko Röglin

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COLT
2007
Springer

129views Machine Learning» more COLT 2007»

Stability of k -Means Clustering

14 years 1 months ago