Examples with DoubleVector de.lmu.ifi.dbs.elki.data.DoubleVector used on opensource projects

Example 96 with DoubleVector

use of de.lmu.ifi.dbs.elki.data.DoubleVector in project elki by elki-project.

the class EMTest method testEMMAPTextbook.

@Test
public void testEMMAPTextbook() {
    Database db = makeSimpleDatabase(UNITTEST + "hierarchical-2d.ascii", 710);
    Clustering<?> result = // 
    new ELKIBuilder<EM<DoubleVector, ?>>(EM.class).with(KMeans.SEED_ID, // 
    0).with(EM.Parameterizer.PRIOR_ID, // 
    10).with(EM.Parameterizer.K_ID, // 
    5).with(EM.Parameterizer.INIT_ID, // 
    TextbookMultivariateGaussianModelFactory.class).build().run(db);
    testFMeasure(db, result, 0.958843);
    testClusterSizes(result, new int[] { 3, 95, 97, 202, 313 });
}

Example 97 with DoubleVector

use of de.lmu.ifi.dbs.elki.data.DoubleVector in project elki by elki-project.

the class EMTest method testEMMAPTwoPass.

@Test
public void testEMMAPTwoPass() {
    Database db = makeSimpleDatabase(UNITTEST + "hierarchical-2d.ascii", 710);
    Clustering<?> result = // 
    new ELKIBuilder<EM<DoubleVector, ?>>(EM.class).with(KMeans.SEED_ID, // 
    0).with(EM.Parameterizer.PRIOR_ID, // 
    10).with(EM.Parameterizer.K_ID, // 
    5).with(EM.Parameterizer.INIT_ID, // 
    TwoPassMultivariateGaussianModelFactory.class).build().run(db);
    testFMeasure(db, result, 0.958843);
    testClusterSizes(result, new int[] { 3, 95, 97, 202, 313 });
}

Example 98 with DoubleVector

use of de.lmu.ifi.dbs.elki.data.DoubleVector in project elki by elki-project.

the class EMTest method testEMMAPSpherical.

@Test
public void testEMMAPSpherical() {
    Database db = makeSimpleDatabase(UNITTEST + "hierarchical-2d.ascii", 710);
    Clustering<?> result = // 
    new ELKIBuilder<EM<DoubleVector, ?>>(EM.class).with(KMeans.SEED_ID, // 
    1).with(EM.Parameterizer.K_ID, // 
    4).with(EM.Parameterizer.INIT_ID, // 
    SphericalGaussianModelFactory.class).with(EM.Parameterizer.PRIOR_ID, // 
    10).build().run(db);
    testFMeasure(db, result, 0.9357286);
    testClusterSizes(result, new int[] { 103, 104, 208, 295 });
}

Example 99 with DoubleVector

use of de.lmu.ifi.dbs.elki.data.DoubleVector in project elki by elki-project.

the class LSDBCTest method testLSDBCOnSingleLinkDataset.

@Test
public void testLSDBCOnSingleLinkDataset() {
    Database db = makeSimpleDatabase(UNITTEST + "single-link-effect.ascii", 638);
    Clustering<Model> result = // 
    new ELKIBuilder<LSDBC<DoubleVector>>(LSDBC.class).with(LSDBC.Parameterizer.ALPHA_ID, // 
    0.2).with(LSDBC.Parameterizer.K_ID, // 
    120).build().run(db);
    testFMeasure(db, result, 0.95681073);
    testClusterSizes(result, new int[] { 32, 197, 203, 206 });
}

Example 100 with DoubleVector

use of de.lmu.ifi.dbs.elki.data.DoubleVector in project elki by elki-project.

the class FourCTest method testFourCOverlap.

/**
 * Run 4C with fixed parameters and compare the result to a golden standard.
 */
@Test
public void testFourCOverlap() {
    Database db = makeSimpleDatabase(UNITTEST + "correlation-overlap-3-5d.ascii", 650);
    Clustering<Model> result = // 
    new ELKIBuilder<FourC<DoubleVector>>(FourC.class).with(DBSCAN.Parameterizer.EPSILON_ID, // 
    3).with(DBSCAN.Parameterizer.MINPTS_ID, // 
    50).with(LimitEigenPairFilter.Parameterizer.EIGENPAIR_FILTER_DELTA, // 
    0.5).with(FourC.Settings.Parameterizer.LAMBDA_ID, // 
    3).build().run(db);
    testFMeasure(db, result, 0.9073744);
    testClusterSizes(result, new int[] { 200, 202, 248 });
}