List of usage examples for weka.core EuclideanDistance closestPoint
public int closestPoint(Instance instance, Instances allPoints, int[] pointList) throws Exception
From source file:kmeans.MyKMeans.java
void clusteringInstance() { ArrayList<Integer> tempList = new ArrayList<Integer>(); Instances tempInst = new Instances(dataSource, 0); EuclideanDistance ed = new EuclideanDistance(centroid); int[] pointList = new int[numCluster]; int checkNumberChange = 0; for (int i = 0; i < numCluster; i++) { pointList[i] = i;/*from w w w. j a v a 2s .c o m*/ } for (int i = 0; i < dataSource.numInstances(); i++) { int clusterNumber = -1; Instance currentInst = dataSource.get(i); try { clusterNumber = ed.closestPoint(currentInst, centroid, pointList); } catch (Exception ex) { System.out.println("************** " + ex.toString()); } int clusterBefore = clusteredInstance.put(i, clusterNumber); if (clusterNumber != clusterBefore) checkNumberChange++; } if (checkNumberChange != 0) finish = false; else finish = true; updateListClusteredInstance(); // printListClusteredInstance(); }
From source file:kmeans_extend.MyKMeans.java
void clusteringInstance() { ArrayList<Integer> tempList = new ArrayList<Integer>(); Instances tempInst = new Instances(dataSource, 0); EuclideanDistance ed = new EuclideanDistance(centroid); int[] pointList = new int[noOfClusters]; int checkNumberChange = 0; for (int i = 0; i < noOfClusters; i++) { pointList[i] = i;//from w w w .ja v a2 s .c o m } for (int i = 0; i < dataSource.numInstances(); i++) { int clusterNumber = -1; Instance currentInst = dataSource.get(i); try { clusterNumber = ed.closestPoint(currentInst, centroid, pointList); } catch (Exception ex) { System.out.println("************** " + ex.toString()); } int clusterBefore = clusteredInstance.put(i, clusterNumber); if (clusterNumber != clusterBefore) checkNumberChange++; } if (checkNumberChange != 0) finish = false; else finish = true; updateListClusteredInstance(); // printListClusteredInstance(); }
From source file:kmeans_extend.MyKMeans.java
public int clusterInstance(Instance instance) { int clusterNo = -1; EuclideanDistance ed = new EuclideanDistance(centroid); int[] pointList = new int[noOfClusters]; for (int i = 0; i < noOfClusters; i++) { pointList[i] = i;//from www . j a v a 2 s . c om } try { clusterNo = ed.closestPoint(instance, centroid, pointList); } catch (Exception ex) { System.out.println("************** " + ex.toString()); } return clusterNo; }