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我正在尝试使用DBSCANClusterer(apache.math3)对我生成的一组点进行排序并将其写入文件。在这一点上,我被困在这里:List <Cluster <DoublePoint>>设置为<DoublePoint>
public Set<DoublePoint> DBSCAN(Set<DoublePoint> set2) {
Set<DoublePoint> points = new Set<DoublePoint>();
DBSCANClusterer<DoublePoint> dbscan = new DBSCANClusterer<DoublePoint>(1, 15);
//run dbscan on set of points
List<Cluster<DoublePoint>> clusters = dbscan.cluster(set2);
**sorted = clusters???**
我如何分配:List<Cluster<DoublePoint>> clusters
到Set<DoublePoint> sorted
?我猜它应该是2D-> 1D的东西!
这里是我的代码的其余部分:
import java.awt.Point;
import java.io.*;
import java.util.*;
import org.apache.commons.math3.ml.clustering.Cluster;
import org.apache.commons.math3.ml.clustering.DBSCANClusterer;
import org.apache.commons.math3.ml.clustering.DoublePoint;
import java.util.HashSet;
import java.util.Random;
import java.util.Set;
public class Main {
public static void main(final String[] args) throws Exception {
new Main().run();
}
public void run() {
Set<DoublePoint> set = generateSetPoints();
try {
writeToFile(set, "points");
} catch(IOException ex) {
System.out.println("IO Exception while writing to file");
}
Set<DoublePoint> set_by_dbscan = dbScan(set);//
try {
writeToFile(set_by_dbscan, "by_dbscan");
} catch(IOException ex) {
System.out.println("IO Exception while writing to file");
}
}
public Set<DoublePoint> generateSetPoints() {
int xx=100;
int yy=100;
Set<DoublePoint> set = new HashSet<>();
Random rnd = new Random();
int number=100;
do{
int tmp[] = new int[2];
tmp[0] = rnd.nextInt(xx);
tmp[1] = rnd.nextInt(yy);
DoublePoint rndpoint = new DoublePoint(tmp);
set.add(rndpoint);
}
while (set.size()<number);
return set;
}
public void writeToFile(Set<DoublePoint> set, String filename) throws IOException {
File fout = new File(filename + ".txt");
FileOutputStream fos = new FileOutputStream(fout);
BufferedWriter bw = new BufferedWriter(new OutputStreamWriter(fos));
for (DoublePoint p: set) {
bw.write(p.getPoint()[0] + "," + p.getPoint()[1]);
bw.newLine();
}
bw.close();
}
public Set<DoublePoint> dbScan(Set<DoublePoint> set2) {
Set<DoublePoint> points = new Set<DoublePoint>();
DBSCANClusterer dbscan = new DBSCANClusterer(1, 15);
List<Cluster<DoublePoint>> clusters = dbscan.cluster(set2);
return clusters;
}
}
谢谢你的回答!所以,我应该使用TreeSet结构来保持顺序。是的,排序未排序的名称是错误的,但我应该使用DBScan处理随机生成的点,我创建,保存和加载文件。我更新了原始帖子,以包括我所有的代码......任何建议? – JesteR
请注意,它是DBSCAN,全部大写。我仍然没有得到你想要“排序”的东西。 DBSCAN不排序。 –
通过使用DBSCAN,我想从随机生成的点创建群集。然后将它们保存在一个输出文件中,并在GNUPLOT中使用它们来显示它们。你能帮我吗? – JesteR