Examples with OutlierResult de.lmu.ifi.dbs.elki.result.outlier.OutlierResult used on opensource projects

Example 61 with OutlierResult

use of de.lmu.ifi.dbs.elki.result.outlier.OutlierResult in project elki by elki-project.

the class KDEOSTest method testKDEOS.

@Test
public void testKDEOS() {
    Database db = makeSimpleDatabase(UNITTEST + "outlier-axis-subspaces-6d.ascii", 1345);
    OutlierResult result = // 
    new ELKIBuilder<KDEOS<DoubleVector>>(KDEOS.class).with(KDEOS.Parameterizer.KERNEL_ID, // 
    EpanechnikovKernelDensityFunction.class).with(KDEOS.Parameterizer.KMIN_ID, // 
    5).with(KDEOS.Parameterizer.KMAX_ID, // 
    20).with(KDEOS.Parameterizer.KERNEL_SCALE_ID, // 
    1.).with(KDEOS.Parameterizer.IDIM_ID, // 
    -1).build().run(db);
    testAUC(db, "Noise", result, 0.804918767);
    testSingleScore(result, 1293, 0.88750800246);
}

Example 62 with OutlierResult

use of de.lmu.ifi.dbs.elki.result.outlier.OutlierResult in project elki by elki-project.

the class LDOFTest method testLDOF.

@Test
public void testLDOF() {
    Database db = makeSimpleDatabase(UNITTEST + "outlier-fire.ascii", 1025);
    OutlierResult result = // 
    new ELKIBuilder<LDOF<DoubleVector>>(LDOF.class).with(LDOF.Parameterizer.K_ID, 24).build().run(db);
    testAUC(db, "Noise", result, 0.9637948717948718);
    testSingleScore(result, 1025, 0.8976268846182947);
}

Example 63 with OutlierResult

use of de.lmu.ifi.dbs.elki.result.outlier.OutlierResult in project elki by elki-project.

the class SimplifiedLOFTest method testSimplifiedLOF.

@Test
public void testSimplifiedLOF() {
    Database db = makeSimpleDatabase(UNITTEST + "outlier-axis-subspaces-6d.ascii", 1345);
    OutlierResult result = // 
    new ELKIBuilder<SimplifiedLOF<DoubleVector>>(SimplifiedLOF.class).with(LOF.Parameterizer.K_ID, // 
    10).build().run(db);
    testAUC(db, "Noise", result, 0.8892549019);
    testSingleScore(result, 1293, 1.3025894);
}

Example 64 with OutlierResult

use of de.lmu.ifi.dbs.elki.result.outlier.OutlierResult in project elki by elki-project.

the class INFLOTest method testINFLO.

@Test
public void testINFLO() {
    Database db = makeSimpleDatabase(UNITTEST + "outlier-3d-3clusters.ascii", 960);
    OutlierResult result = // 
    new ELKIBuilder<INFLO<DoubleVector>>(INFLO.class).with(INFLO.Parameterizer.K_ID, 30).build().run(db);
    testAUC(db, "Noise", result, 0.9606111);
    testSingleScore(result, 945, 1.3285178);
}

Example 65 with OutlierResult

use of de.lmu.ifi.dbs.elki.result.outlier.OutlierResult in project elki by elki-project.

the class LDFTest method testLDF.

@Test
public void testLDF() {
    Database db = makeSimpleDatabase(UNITTEST + "outlier-axis-subspaces-6d.ascii", 1345);
    OutlierResult result = // 
    new ELKIBuilder<LDF<DoubleVector>>(LDF.class).with(LDF.Parameterizer.K_ID, // 
    10).with(LDF.Parameterizer.H_ID, // 
    1).build().run(db);
    testSingleScore(result, 1293, 3.158819);
    testAUC(db, "Noise", result, 0.9127619);
}