[6] | 1 | package weka.clusterers; |
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| 2 | |
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| 3 | |
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| 4 | import weka.clusterers.forMetisMQI.Graph; |
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| 5 | import weka.clusterers.forMetisMQI.GraphAlgorithms; |
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| 6 | import weka.core.Capabilities; |
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| 7 | import weka.core.Instance; |
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| 8 | import weka.core.Instances; |
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| 9 | import weka.core.Capabilities.Capability; |
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| 10 | |
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| 11 | public class SimpleClusterer extends AbstractClusterer { |
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| 12 | |
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| 13 | private int numberOfClusters = 0; |
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| 14 | |
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| 15 | /** |
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| 16 | * |
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| 17 | */ |
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| 18 | private static final long serialVersionUID = 1L; |
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| 19 | |
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| 20 | @Override |
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| 21 | public void buildClusterer(Instances data) throws Exception { |
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| 22 | getCapabilities().testWithFail(data); |
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| 23 | |
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| 24 | Graph g = new Graph(data); |
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| 25 | GraphAlgorithms ga = new GraphAlgorithms(); |
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[7] | 26 | ga.METIS(g); |
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[6] | 27 | numberOfClusters = 1; |
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| 28 | } |
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| 29 | |
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| 30 | @Override |
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| 31 | public int clusterInstance(Instance instance) throws Exception { |
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| 32 | return 0; |
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| 33 | } |
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| 34 | |
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| 35 | @Override |
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| 36 | public double[] distributionForInstance(Instance instance) |
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| 37 | throws Exception { |
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| 38 | double[] d = new double[numberOfClusters()]; |
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| 39 | d[clusterInstance(instance)] = 1.0; |
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| 40 | return d; |
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| 41 | } |
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| 42 | |
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| 43 | @Override |
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| 44 | public Capabilities getCapabilities() { |
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| 45 | Capabilities result = super.getCapabilities(); |
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| 46 | result.enable(Capability.NUMERIC_ATTRIBUTES); |
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| 47 | result.enable(Capability.NO_CLASS); |
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| 48 | return result; |
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| 49 | } |
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| 50 | |
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| 51 | @Override |
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| 52 | public int numberOfClusters() throws Exception { |
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| 53 | return numberOfClusters; |
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| 54 | } |
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| 55 | |
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| 56 | /** |
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| 57 | * Main method for executing this clusterer. |
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| 58 | * |
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| 59 | * @param args |
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| 60 | * the options, use "-h" to display options |
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| 61 | */ |
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| 62 | public static void main(String[] args) { |
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| 63 | AbstractClusterer.runClusterer(new SimpleClusterer(), args); |
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| 64 | } |
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| 65 | |
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| 66 | } |
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