Package de.lmu.ifi.dbs.elki.utilities.scaling.outlier

Examples of de.lmu.ifi.dbs.elki.utilities.scaling.outlier.StandardDeviationScaling.prepare()

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      public void run(int k, String kstr) {
        KNNOutlier<O, D> knn = new KNNOutlier<O, D>(distf, k);
        OutlierResult knnresult = knn.run(database, relation);
        // Setup scaling
        StandardDeviationScaling scaling = new StandardDeviationScaling();
        scaling.prepare(knnresult);
        writeResult(fout, ids, knnresult, scaling, "KNN-" + kstr);
        detachResult(database, knnresult);
      }
    });
    // KNN Weight
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      public void run(int k, String kstr) {
        KNNWeightOutlier<O, D> knnw = new KNNWeightOutlier<O, D>(distf, k);
        OutlierResult knnresult = knnw.run(database, relation);
        // Setup scaling
        StandardDeviationScaling scaling = new StandardDeviationScaling();
        scaling.prepare(knnresult);
        writeResult(fout, ids, knnresult, scaling, "KNNW-" + kstr);
        detachResult(database, knnresult);
      }
    });
    // Run LOF
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      public void run(int k, String kstr) {
        LOF<O, D> lof = new LOF<O, D>(k, distf, distf);
        OutlierResult lofresult = lof.run(relation);
        // Setup scaling
        StandardDeviationScaling scaling = new StandardDeviationScaling(1.0, 1.0);
        scaling.prepare(lofresult);
        writeResult(fout, ids, lofresult, scaling, "LOF-" + kstr);
        detachResult(database, lofresult);
      }
    });
    // LoOP
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      public void run(int k, String kstr) {
        LDOF<O, D> ldof = new LDOF<O, D>(distf, k);
        OutlierResult ldofresult = ldof.run(database, relation);
        // Setup scaling
        StandardDeviationScaling scaling = new StandardDeviationScaling(1.0, 1.0);
        scaling.prepare(ldofresult);
        writeResult(fout, ids, ldofresult, scaling, "LDOF-" + kstr);
        detachResult(database, ldofresult);
      }
    });
    // ABOD
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          public void run(int k, String kstr) {
            ABOD<DoubleVector> abod = new ABOD<DoubleVector>(k, poly, df);
            OutlierResult abodresult = abod.run(database);
            // Setup scaling
            StandardDeviationScaling scaling = new MinusLogStandardDeviationScaling(null, 1.0);
            scaling.prepare(abodresult);
            writeResult(fout, ids, abodresult, scaling, "ABOD-" + kstr);
            detachResult(database, abodresult);
          }
        });
      }
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