Examples with ELKIBuilder de.lmu.ifi.dbs.elki.utilities.ELKIBuilder used on opensource projects

Example 51 with ELKIBuilder

use of de.lmu.ifi.dbs.elki.utilities.ELKIBuilder in project elki by elki-project.

the class COPTest method testCOPRANSAC.

@Test
public void testCOPRANSAC() {
    Database db = makeSimpleDatabase(UNITTEST + "outlier-parabolic.ascii", 530);
    OutlierResult result = // 
    new ELKIBuilder<COP<DoubleVector>>(COP.class).with(COP.Parameterizer.K_ID, // 
    30).with(COP.Parameterizer.PCARUNNER_ID, // 
    AutotuningPCA.class).with(AutotuningPCA.Parameterizer.PCA_EIGENPAIR_FILTER, // 
    PercentageEigenPairFilter.class).with(AutotuningPCA.Parameterizer.PCA_COVARIANCE_MATRIX, // 
    RANSACCovarianceMatrixBuilder.class).with(RANSACCovarianceMatrixBuilder.Parameterizer.ITER_ID, // 
    25).with(RANSACCovarianceMatrixBuilder.Parameterizer.SEED_ID, // 
    0).build().run(db);
    testAUC(db, "Noise", result, 0.89526);
    testSingleScore(result, 416, 0.382879);
}

Example 52 with ELKIBuilder

use of de.lmu.ifi.dbs.elki.utilities.ELKIBuilder in project elki by elki-project.

the class ABODTest method testABOD.

@Test
public void testABOD() {
    Database db = makeSimpleDatabase(UNITTEST + "outlier-3d-3clusters.ascii", 960);
    OutlierResult result = new ELKIBuilder<ABOD<DoubleVector>>(ABOD.class).build().run(db);
    testAUC(db, "Noise", result, 0.9297962962962);
    testSingleScore(result, 945, 2.0897348547799E-5);
}

Example 53 with ELKIBuilder

use of de.lmu.ifi.dbs.elki.utilities.ELKIBuilder in project elki by elki-project.

the class ReferenceBasedOutlierDetectionTest method testReferenceBasedOutlierDetectionGridBased.

@Test
public void testReferenceBasedOutlierDetectionGridBased() {
    Database db = makeSimpleDatabase(UNITTEST + "outlier-3d-3clusters.ascii", 960);
    OutlierResult result = // 
    new ELKIBuilder<>(ReferenceBasedOutlierDetection.class).with(ReferenceBasedOutlierDetection.Parameterizer.K_ID, // 
    11).with(GridBasedReferencePoints.Parameterizer.GRID_ID, // 
    3).build().run(db);
    testAUC(db, "Noise", result, 0.9693703703703);
    testSingleScore(result, 945, 0.933574455);
}

Example 54 with ELKIBuilder

use of de.lmu.ifi.dbs.elki.utilities.ELKIBuilder in project elki by elki-project.

the class ReferenceBasedOutlierDetectionTest method testReferenceBasedOutlierDetectionSample.

@Test
public void testReferenceBasedOutlierDetectionSample() {
    Database db = makeSimpleDatabase(UNITTEST + "outlier-3d-3clusters.ascii", 960);
    OutlierResult result = // 
    new ELKIBuilder<>(ReferenceBasedOutlierDetection.class).with(ReferenceBasedOutlierDetection.Parameterizer.K_ID, // 
    11).with(ReferenceBasedOutlierDetection.Parameterizer.REFP_ID, // 
    RandomSampleReferencePoints.class).with(RandomSampleReferencePoints.Parameterizer.N_ID, // 
    15).with(RandomSampleReferencePoints.Parameterizer.RANDOM_ID, // 
    0).build().run(db);
    testAUC(db, "Noise", result, 0.829814814);
    testSingleScore(result, 945, 0.846881387);
}

Example 55 with ELKIBuilder

use of de.lmu.ifi.dbs.elki.utilities.ELKIBuilder in project elki by elki-project.

the class ReferenceBasedOutlierDetectionTest method testReferenceBasedOutlierDetectionStar.

@Test
public void testReferenceBasedOutlierDetectionStar() {
    Database db = makeSimpleDatabase(UNITTEST + "outlier-3d-3clusters.ascii", 960);
    OutlierResult result = // 
    new ELKIBuilder<>(ReferenceBasedOutlierDetection.class).with(ReferenceBasedOutlierDetection.Parameterizer.K_ID, // 
    11).with(ReferenceBasedOutlierDetection.Parameterizer.REFP_ID, // 
    StarBasedReferencePoints.class).build().run(db);
    testAUC(db, "Noise", result, 0.910722222);
    testSingleScore(result, 945, 0.920950222);
}