Cluster analysis is used in many disciplines to group objects according to a defined measure of distance. Numerous algorithms exist, some based on the analysis of the local density of data points, and others on predefined probability distributions. Rodriguez and Laio devised a method in which the cluster centers are recognized as local density maxima that are far away from any points of higher density. The algorithm depends only on the relative densities rather than their absolute values. The authors tested the method on a series of data sets, and its performance compared favorably to that of established techniques.

Filename	Size	Update
DensityClust [Matlab+1.1]\DensityClust\Demo\Decision Graph.png	3758	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\Demo\decisionGraph.m	1424	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\Demo\demoData.mat	61289	2015-11-07
DensityClust [Matlab+1.1]\DensityClust\Demo\DensityClust for 2-D Artifical Data Set.png	16758	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\Demo\densityClust.m	3149	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\Demo\densityClust.mat	1021	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\Demo\Distribution Plot of rho.png	27154	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\Demo\mainDensityClust.m	1962	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\Demo\Original Data Set.png	15459	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\Demo\paraSet.m	575	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\computeStorageSize.m	1818	2015-10-13
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\DataSet.RData	61153	2015-11-06
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\DCA.centInd.13.txt	24000	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\DCA.centInd.4.txt	24000	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\DCA.clustInd.13.txt	24000	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\DCA.clustInd.4.txt	24000	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\DCA.haloInd.13.txt	24000	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\DCA.haloInd.4.txt	24000	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\Decision Graph.png	4337	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\decisionGraph.m	1424	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\densityClust.m	3149	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\densityClust.mat	6453	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\DensityClustPlot.R	1553	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\Distribution Plot of rho.png	27635	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\K = 13.png	35041	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\K = 4.png	33519	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\mainDensityClust.m	1697	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\paraSet.m	575	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\read.dataset.R	575	2015-11-07
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\t4.8k.png	21125	2015-11-08
DensityClust [Matlab+1.1]\DensityClust\DQQ—t4.8k\t4.8k.txt	172918	2015-11-06
DensityClust [Matlab+1.1]\DensityClust\ReadMe.txt	731	2015-11-11
license.txt	1518	2015-11-11

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