addc
v0.0.1
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finds clusters in data using the AddC online clustering algorithm with gaussian kernel
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AddC
Finds clusters in data using the AddC online clustering algorithm with gaussian kernel
The original Python code & explanation is here: http://gromgull.net/blog/2009/08/online-clustering-in-python/
Original AddC paper: http://www.cs.huji.ac.il/%7Ewerman/Papers/guedalia_etal99.pdf Kernel-based extension: http://parnec.nuaa.edu.cn/zhangdq/nepl04.pdf
It was originally released under the WTFPL license. This code is too:
You may have this code under the Do What The Fuck You Want To Public License http://sam.zoy.org/wtfpl/
Example Usage:
var OnlineCluster = require('addc').OnlineCluster;
var c = new OnlineCluster(10); // max number of clusters
for (var i = 0; i < 100; i++) {
// can be any number of dimensions; they'll be zero-padded if they don't match
c.cluster([Math.random(), Math.random(), Math.random()]);
}
var clusters = c.trimmedClusters();
// var allClusters = c.clusters;
console.log(clusters[0].center);