1 | |
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2 | package clustering; |
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3 | |
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4 | import data.GraphBuilder; |
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5 | import edu.uci.ics.jung.graph.DirectedSparseGraph; |
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6 | import edu.uci.ics.jung.graph.Graph; |
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7 | import edu.uci.ics.jung.graph.SparseGraph; |
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8 | import edu.uci.ics.jung.graph.util.Pair; |
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9 | import java.awt.event.ActionEvent; |
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10 | import java.awt.event.ActionListener; |
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11 | import java.util.ArrayList; |
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12 | import java.util.Collection; |
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13 | import java.util.List; |
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14 | import java.util.Scanner; |
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15 | import view.Viewer; |
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16 | |
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17 | public class GraphClusterer implements ActionListener{ |
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18 | |
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19 | private List<VertexScore<String>> global_ranking; |
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20 | private int currentElement; |
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21 | private Viewer viewGraph; |
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22 | private Graph<String, Integer> graph; |
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23 | private boolean main_graph_output; |
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24 | private boolean cluster_graph_output; |
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25 | private boolean isGraphDirected; |
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26 | private int minvolume; |
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27 | LocalSpectral<String,String> clusterer; |
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28 | |
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29 | public GraphClusterer(String path, boolean isGraphDirected,int min_volume, boolean graph_output) { |
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30 | global_ranking = null; |
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31 | this.currentElement = 0; |
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32 | GraphBuilder builder = new GraphBuilder(isGraphDirected); |
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33 | builder.buildGraphFromCVS(path, 1); |
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34 | graph = builder.getGraph(); |
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35 | if(graph_output){ |
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36 | viewGraph = new Viewer(graph, this); |
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37 | this.main_graph_output = true; |
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38 | } |
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39 | else |
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40 | this.main_graph_output = false; |
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41 | this.isGraphDirected = isGraphDirected; |
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42 | this.minvolume = min_volume; |
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43 | System.out.println("Graph data: nodes "+graph.getVertexCount()+" edges "+graph.getEdgeCount()); |
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44 | System.out.flush(); |
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45 | //System.out.println("What is the min cluster volume? "); |
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46 | //Scanner in = new Scanner(System.in); |
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47 | //this.minvolume = in.nextInt(); |
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48 | this.clusterer = new LocalSpectral(graph); |
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49 | } |
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50 | |
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51 | public void actionPerformed(ActionEvent ae) { |
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52 | this.visualNextCluster(); |
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53 | } |
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54 | |
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55 | public void clusterize(boolean main_graph_output, boolean cluster_graph_output){ |
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56 | |
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57 | global_ranking = clusterer.getGlobalRank(); |
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58 | this.main_graph_output = main_graph_output; |
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59 | this.cluster_graph_output = cluster_graph_output; |
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60 | |
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61 | System.out.println("GLOBAL RANKING"); |
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62 | for(VertexScore<String> v : global_ranking) |
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63 | System.out.println(v.toString()); |
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64 | |
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65 | if (main_graph_output){ |
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66 | viewGraph.setText("Nodes: "+graph.getVertexCount() + "\nEdges: "+graph.getEdgeCount()); |
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67 | viewGraph.viewGraphRank(global_ranking,null); |
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68 | } |
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69 | else{ |
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70 | for(int i=0; i< this.global_ranking.size(); i++) |
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71 | visualNextCluster(); |
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72 | } |
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73 | } |
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74 | |
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75 | public float getConductance(Graph<String,Integer> graph, List<String> cluster){ |
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76 | int volume_graph = 2 * graph.getEdgeCount(); |
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77 | int volume_cluster = 0; |
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78 | int edge_boundary = 0; |
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79 | for(String vertex : cluster){ |
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80 | volume_cluster += graph.getInEdges(vertex).size(); |
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81 | for(Integer e : graph.getOutEdges(vertex)){ |
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82 | String opposite = graph.getOpposite(vertex, e); |
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83 | if(!cluster.contains(opposite)) |
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84 | edge_boundary++; |
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85 | } |
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86 | |
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87 | } |
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88 | if(volume_cluster > 0){ |
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89 | double volume = volume_cluster; |
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90 | if (volume_cluster > (volume_graph - volume_cluster)) |
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91 | volume = volume_graph - volume_cluster; |
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92 | double conductance = edge_boundary / volume; |
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93 | return (float) conductance; |
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94 | } |
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95 | else |
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96 | return 0; |
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97 | |
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98 | } |
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99 | |
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100 | public void visualNextCluster(){ |
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101 | if(this.currentElement > global_ranking.size()-1) |
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102 | return; |
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103 | |
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104 | List<String> seed = new ArrayList<String>(); |
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105 | seed.add(global_ranking.get(currentElement).getVertex()); |
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106 | List<String> cut = clusterer.clusterPageRankPriors(seed,this.minvolume); |
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107 | Graph cut_graph; |
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108 | if (isGraphDirected) |
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109 | cut_graph = new DirectedSparseGraph<String, Edge<String>>(); |
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110 | else |
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111 | cut_graph = new SparseGraph<String, Edge<String>>(); |
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112 | for(String vertex : cut){ |
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113 | Collection<Integer> out_edges = graph.getOutEdges(vertex); |
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114 | for(Integer edge : out_edges){ |
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115 | String out_node = graph.getOpposite(vertex, edge); |
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116 | if (cut.contains(out_node)){ |
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117 | Pair<String> edge_nodes = graph.getEndpoints(edge); |
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118 | cut_graph.addEdge(edge,edge_nodes.getFirst() ,edge_nodes.getSecond()); |
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119 | } |
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120 | } |
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121 | } |
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122 | if (cluster_graph_output){ |
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123 | viewGraph.setGraph(cut_graph); |
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124 | float vertex_rank = (float) global_ranking.get(this.currentElement).getScore(); |
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125 | viewGraph.setText("Nodes: "+cut_graph.getVertexCount() + "\nEdges: "+cut_graph.getEdgeCount() |
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126 | + "\nPage Rank Value: "+vertex_rank + "\nConductance: "+this.getConductance(graph, cut) + "\nSeed Element: "+global_ranking.get(this.currentElement).getVertex()); |
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127 | //viewGraph.viewClusterRankedInGraph(global_ranking, global_ranking.get(this.currentElement).getVertex(),cut); |
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128 | viewGraph.viewGraphRank(global_ranking, global_ranking.get(this.currentElement).getVertex()); |
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129 | } |
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130 | |
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131 | this.currentElement++; |
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132 | |
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133 | } |
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134 | } |
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