code
stringlengths
73
34.1k
label
stringclasses
1 value
public Element renderCheckBox(SVGPlot svgp, double x, double y, double size) { // create check final Element checkmark = SVGEffects.makeCheckmark(svgp); checkmark.setAttribute(SVGConstants.SVG_TRANSFORM_ATTRIBUTE, "scale(" + (size / 12) + ") translate(" + x + " " + y + ")"); if(!checked) { checkma...
java
protected void fireSwitchEvent(ChangeEvent evt) { Object[] listeners = listenerList.getListenerList(); for(int i = 1; i < listeners.length; i += 2) { if(listeners[i - 1] == ChangeListener.class) { ((ChangeListener) listeners[i]).stateChanged(evt); } } }
java
protected static void calculateSelectivityCoeffs(List<DoubleObjPair<DAFile>> daFiles, NumberVector query, double epsilon) { final int dimensions = query.getDimensionality(); double[] lowerVals = new double[dimensions]; double[] upperVals = new double[dimensions]; VectorApproximation queryApprox = calcu...
java
protected static VectorApproximation calculatePartialApproximation(DBID id, NumberVector dv, List<DoubleObjPair<DAFile>> daFiles) { int[] approximation = new int[dv.getDimensionality()]; for(int i = 0; i < daFiles.size(); i++) { double val = dv.doubleValue(i); double[] borders = daFiles.get(i).secon...
java
public String solutionToString(int fractionDigits) { if(!isSolvable()) { throw new IllegalStateException("System is not solvable!"); } DecimalFormat nf = new DecimalFormat(); nf.setMinimumFractionDigits(fractionDigits); nf.setMaximumFractionDigits(fractionDigits); nf.setDecimalFormatSymbo...
java
private void reducedRowEchelonForm(int method) { final int rows = coeff.length; final int cols = coeff[0].length; int k = -1; // denotes current position on diagonal int pivotRow; // row index of pivot element int pivotCol; // column index of pivot element double pivot; // value of pivot elemen...
java
private IntIntPair nonZeroPivotSearch(int k) { int i, j; double absValue; for(i = k; i < coeff.length; i++) { for(j = k; j < coeff[0].length; j++) { // compute absolute value of // current entry in absValue absValue = Math.abs(coeff[row[i]][col[j]]); // check if absVa...
java
private void permutePivot(IntIntPair pos1, IntIntPair pos2) { int r1 = pos1.first; int c1 = pos1.second; int r2 = pos2.first; int c2 = pos2.second; int index; index = row[r2]; row[r2] = row[r1]; row[r1] = index; index = col[c2]; col[c2] = col[c1]; col[c1] = index; }
java
private void pivotOperation(int k) { double pivot = coeff[row[k]][col[k]]; // pivot row: set pivot to 1 coeff[row[k]][col[k]] = 1; for(int i = k + 1; i < coeff[k].length; i++) { coeff[row[k]][col[i]] /= pivot; } rhs[row[k]] /= pivot; if(LOG.isDebugging()) { StringBuilder msg = ...
java
private void solve(int method) throws NullPointerException { // solution exists if(solved) { return; } // bring in reduced row echelon form if(!reducedRowEchelonForm) { reducedRowEchelonForm(method); } if(!isSolvable(method)) { if(LOG.isDebugging()) { LOG.debugFin...
java
private boolean isSolvable(int method) throws NullPointerException { if(solved) { return solvable; } if(!reducedRowEchelonForm) { reducedRowEchelonForm(method); } // test if rank(coeff) == rank(coeff|rhs) for(int i = rank; i < rhs.length; i++) { if(Math.abs(rhs[row[i]]) > DEL...
java
private int[] maxIntegerDigits(double[][] values) { int[] digits = new int[values[0].length]; for(int j = 0; j < values[0].length; j++) { for(double[] value : values) { digits[j] = Math.max(digits[j], integerDigits(value[j])); } } return digits; }
java
private int maxIntegerDigits(double[] values) { int digits = 0; for(double value : values) { digits = Math.max(digits, integerDigits(value)); } return digits; }
java
private int integerDigits(double d) { double value = Math.abs(d); if(value < 10) { return 1; } return (int) FastMath.log10(value) + 1; }
java
private void format(NumberFormat nf, StringBuilder buffer, double value, int maxIntegerDigits) { if(value >= 0) { buffer.append(" + "); } else { buffer.append(" - "); } int digits = maxIntegerDigits - integerDigits(value); for(int d = 0; d < digits; d++) { buffer.append(' '); ...
java
protected ArrayModifiableDBIDs initialMedoids(DistanceQuery<V> distQ, DBIDs ids) { if(getLogger().isStatistics()) { getLogger().statistics(new StringStatistic(getClass().getName() + ".initialization", initializer.toString())); } Duration initd = getLogger().newDuration(getClass().getName() + ".initial...
java
public int getTotalClusterCount() { int clusterCount = 0; for(int i = 0; i < numclusters.length; i++) { clusterCount += numclusters[i]; } return clusterCount; }
java
public int getHighestClusterCount() { int maxClusters = 0; for(int i = 0; i < numclusters.length; i++) { maxClusters = Math.max(maxClusters, numclusters[i]); } return maxClusters; }
java
protected static double getMinDist(DBIDArrayIter j, DistanceQuery<?> distQ, DBIDArrayIter mi, WritableDoubleDataStore mindist) { double prev = mindist.doubleValue(j); if(Double.isNaN(prev)) { // NaN = unknown prev = Double.POSITIVE_INFINITY; for(mi.seek(0); mi.valid(); mi.advance()) { double...
java
private static void shuffle(ArrayModifiableDBIDs ids, int ssize, int end, Random random) { ssize = ssize < end ? ssize : end; // Guard for choosing from tiny sets for(int i = 1; i < ssize; i++) { ids.swap(i - 1, i + random.nextInt(end - i)); } }
java
public static LinearScale[] calcScales(Relation<? extends SpatialComparable> rel) { int dim = RelationUtil.dimensionality(rel); DoubleMinMax[] minmax = DoubleMinMax.newArray(dim); LinearScale[] scales = new LinearScale[dim]; // analyze data for(DBIDIter iditer = rel.iterDBIDs(); iditer.valid(); idi...
java
public FrequentItemsetsResult run(Database db, final Relation<BitVector> relation) { // TODO: implement with resizable arrays, to not need dim. final int dim = RelationUtil.dimensionality(relation); final VectorFieldTypeInformation<BitVector> meta = RelationUtil.assumeVectorField(relation); // Compute a...
java
public static TreeNode build(List<Class<?>> choices, String rootpkg) { MutableTreeNode root = new PackageNode(rootpkg, rootpkg); HashMap<String, MutableTreeNode> lookup = new HashMap<>(); if(rootpkg != null) { lookup.put(rootpkg, root); } lookup.put("de.lmu.ifi.dbs.elki", root); lookup.put...
java
private static MutableTreeNode simplifyTree(MutableTreeNode cur, String prefix) { if(cur instanceof PackageNode) { PackageNode node = (PackageNode) cur; if(node.getChildCount() == 1) { String newprefix = (prefix != null) ? prefix + "." + (String) node.getUserObject() : (String) node.getUserObjec...
java
protected String formatValue(List<Class<? extends C>> val) { StringBuilder buf = new StringBuilder(50 + val.size() * 25); String pkgname = restrictionClass.getPackage().getName(); for(Class<? extends C> c : val) { if(buf.length() > 0) { buf.append(LIST_SEP); } String name = c.getNa...
java
protected void publish(final LogRecord record) { if(record instanceof ProgressLogRecord) { ProgressLogRecord preg = (ProgressLogRecord) record; Progress prog = preg.getProgress(); JProgressBar pbar = getOrCreateProgressBar(prog); updateProgressBar(prog, pbar); if(prog.isComplete()) { ...
java
private void publishTextRecord(final LogRecord record) { try { logpane.publish(record); } catch(Exception e) { throw new RuntimeException("Error writing a log-like message.", e); } }
java
private JProgressBar getOrCreateProgressBar(Progress prog) { JProgressBar pbar = pbarmap.get(prog); // Add a new progress bar. if(pbar == null) { synchronized(pbarmap) { if(prog instanceof FiniteProgress) { pbar = new JProgressBar(0, ((FiniteProgress) prog).getTotal()); pba...
java
private void updateProgressBar(Progress prog, JProgressBar pbar) { if(prog instanceof FiniteProgress) { pbar.setValue(((FiniteProgress) prog).getProcessed()); pbar.setString(((FiniteProgress) prog).toString()); } else if(prog instanceof IndefiniteProgress) { pbar.setValue(((IndefiniteProgr...
java
private void removeProgressBar(Progress prog, JProgressBar pbar) { synchronized(pbarmap) { pbarmap.remove(prog); SwingUtilities.invokeLater(() -> removeProgressBar(pbar)); } }
java
public void clear() { logpane.clear(); synchronized(pbarmap) { for(Entry<Progress, JProgressBar> ent : pbarmap.entrySet()) { super.remove(ent.getValue()); pbarmap.remove(ent.getKey()); } } }
java
@Override public void componentResized(ComponentEvent e) { if (e.getComponent() == component) { double newRatio = getCurrentRatio(); if (Math.abs(newRatio - activeRatio) > threshold) { activeRatio = newRatio; executeResize(newRatio); } } }
java
@Override public String format(LogRecord record) { String msg = record.getMessage(); if(msg.length() > 0) { if (record instanceof ProgressLogRecord) { return msg; } if(msg.endsWith(OutputStreamLogger.NEWLINE)) { return msg; } } return msg + OutputStreamLogger.NE...
java
protected double[] alignLabels(List<ClassLabel> l1, double[] d1, Collection<ClassLabel> l2) { assert (l1.size() == d1.length); if(l1 == l2) { return d1.clone(); } double[] d2 = new double[l2.size()]; Iterator<ClassLabel> i2 = l2.iterator(); for(int i = 0; i2.hasNext();) { ClassLabel ...
java
public void setInitialClusters(List<? extends Cluster<? extends MeanModel>> initialMeans) { double[][] vecs = new double[initialMeans.size()][]; for(int i = 0; i < vecs.length; i++) { vecs[i] = initialMeans.get(i).getModel().getMean(); } this.initialMeans = vecs; }
java
public static void exception(String message, Throwable e) { if(message == null && e != null) { message = e.getMessage(); } logExpensive(Level.SEVERE, message, e); }
java
public static void warning(String message, Throwable e) { if(message == null && e != null) { message = e.getMessage(); } logExpensive(Level.WARNING, message, e); }
java
public static void message(String message, Throwable e) { if(message == null && e != null) { message = e.getMessage(); } logExpensive(Level.INFO, message, e); }
java
private static final String[] inferCaller() { StackTraceElement[] stack = (new Throwable()).getStackTrace(); int ix = 0; while(ix < stack.length) { StackTraceElement frame = stack[ix]; if(!frame.getClassName().equals(LoggingUtil.class.getCanonicalName())) { return new String[] { frame.g...
java
public static long binomialCoefficient(long n, long k) { final long m = Math.max(k, n - k); double temp = 1; for(long i = n, j = 1; i > m; i--, j++) { temp = temp * i / j; } return (long) temp; }
java
public static double approximateBinomialCoefficient(int n, int k) { final int m = max(k, n - k); long temp = 1; for(int i = n, j = 1; i > m; i--, j++) { temp = temp * i / j; } return temp; }
java
public static int[] sequence(int start, int end) { if(start >= end) { return EMPTY_INTS; } int[] ret = new int[end - start]; for(int j = 0; start < end; start++, j++) { ret[j] = start; } return ret; }
java
public KNNDistanceOrderResult run(Database database, Relation<O> relation) { final DistanceQuery<O> distanceQuery = database.getDistanceQuery(relation, getDistanceFunction()); final KNNQuery<O> knnQuery = database.getKNNQuery(distanceQuery, k + 1); final int size = (int) ((sample <= 1.) ? Math.ceil(relatio...
java
public DataStore<M> preprocess(Class<? super M> modelcls, Relation<O> relation, RangeQuery<O> query) { WritableDataStore<M> storage = DataStoreUtil.makeStorage(relation.getDBIDs(), DataStoreFactory.HINT_HOT | DataStoreFactory.HINT_TEMP, modelcls); Duration time = getLogger().newDuration(this.getClass().getName...
java
@Override public <NV extends NumberVector> NV projectScaledToDataSpace(double[] v, NumberVector.Factory<NV> factory) { final int dim = v.length; double[] vec = new double[dim]; for(int d = 0; d < dim; d++) { vec[d] = scales[d].getUnscaled(v[d]); } return factory.newNumberVector(vec); }
java
@Override public <NV extends NumberVector> NV projectRenderToDataSpace(double[] v, NumberVector.Factory<NV> prototype) { final int dim = v.length; double[] vec = projectRenderToScaled(v); // Not calling {@link #projectScaledToDataSpace} to avoid extra copy of // vector. for(int d = 0; d < dim; d++...
java
@Override public <NV extends NumberVector> NV projectRelativeScaledToDataSpace(double[] v, NumberVector.Factory<NV> prototype) { final int dim = v.length; double[] vec = new double[dim]; for(int d = 0; d < dim; d++) { vec[d] = scales[d].getRelativeUnscaled(v[d]); } return prototype.newNumber...
java
public PointerHierarchyRepresentationResult complete() { if(csize != null) { csize.destroy(); csize = null; } if(mergecount != ids.size() - 1) { LOG.warning(mergecount + " merges were added to the hierarchy, expected " + (ids.size() - 1)); } if(prototypes != null) { return ne...
java
public int getSize(DBIDRef id) { if(csize == null) { csize = DataStoreUtil.makeIntegerStorage(ids, DataStoreFactory.HINT_HOT | DataStoreFactory.HINT_TEMP, 1); } return csize.intValue(id); }
java
public void setSize(DBIDRef id, int size) { if(csize == null) { csize = DataStoreUtil.makeIntegerStorage(ids, DataStoreFactory.HINT_HOT | DataStoreFactory.HINT_TEMP, 1); } csize.putInt(id, size); }
java
public OutlierResult run(Database database, Relation<N> spatial, Relation<O> relation) { final NeighborSetPredicate npred = getNeighborSetPredicateFactory().instantiate(database, spatial); DistanceQuery<O> distFunc = getNonSpatialDistanceFunction().instantiate(relation); WritableDoubleDataStore lrds = Data...
java
public void insertHandler(Class<?> restrictionClass, H handler) { // note that the handlers list is kept in a list that is traversed in // backwards order. handlers.add(new Pair<Class<?>, H>(restrictionClass, handler)); }
java
public H getHandler(Object o) { if(o == null) { return null; } // note that we start at the end of the list. ListIterator<Pair<Class<?>, H>> iter = handlers.listIterator(handlers.size()); while(iter.hasPrevious()) { Pair<Class<?>, H> pair = iter.previous(); try { // if we c...
java
public synchronized static Logging getLogger(final String name) { Logging logger = loggers.get(name); if(logger == null) { logger = new Logging(Logger.getLogger(name)); loggers.put(name, logger); } return logger; }
java
public void log(java.util.logging.Level level, CharSequence message) { LogRecord rec = new ELKILogRecord(level, message); logger.log(rec); }
java
public void error(CharSequence message, Throwable e) { log(Level.SEVERE, message, e); }
java
public void warning(CharSequence message, Throwable e) { log(Level.WARNING, message, e); }
java
public void statistics(CharSequence message, Throwable e) { log(Level.STATISTICS, message, e); }
java
public void veryverbose(CharSequence message, Throwable e) { log(Level.VERYVERBOSE, message, e); }
java
public void exception(CharSequence message, Throwable e) { log(Level.SEVERE, message, e); }
java
public void exception(Throwable e) { final String msg = e.getMessage(); log(Level.SEVERE, msg != null ? msg : "An exception occurred.", e); }
java
public void statistics(Statistic stats) { if(stats != null) { log(Level.STATISTICS, stats.getKey() + ": " + stats.formatValue()); } }
java
public MultipleObjectsBundle generate() { // we actually need some clusters. if(generators.isEmpty()) { throw new AbortException("No clusters specified."); } // Assert that cluster dimensions agree. final int dim = generators.get(0).getDim(); for(GeneratorInterface c : generators) { ...
java
private void initLabelsAndModels(ArrayList<GeneratorInterface> generators, ClassLabel[] labels, Model[] models, Pattern reassign) { int existingclusters = 0; if(reassign != null) { for(int i = 0; i < labels.length; i++) { final GeneratorInterface curclus = generators.get(i); if(!reassign.m...
java
public static <V extends FeatureVector<?>> VectorFieldTypeInformation<V> assumeVectorField(Relation<V> relation) { try { return ((VectorFieldTypeInformation<V>) relation.getDataTypeInformation()); } catch(Exception e) { throw new UnsupportedOperationException("Expected a vector field, got type i...
java
public static <V extends NumberVector> NumberVector.Factory<V> getNumberVectorFactory(Relation<V> relation) { final VectorFieldTypeInformation<V> type = assumeVectorField(relation); @SuppressWarnings("unchecked") final NumberVector.Factory<V> factory = (NumberVector.Factory<V>) type.getFactory(); return...
java
public static int dimensionality(Relation<? extends SpatialComparable> relation) { final SimpleTypeInformation<? extends SpatialComparable> type = relation.getDataTypeInformation(); if(type instanceof FieldTypeInformation) { return ((FieldTypeInformation) type).getDimensionality(); } return -1; ...
java
public static double[][] computeMinMax(Relation<? extends NumberVector> relation) { int dim = RelationUtil.dimensionality(relation); double[] mins = new double[dim], maxs = new double[dim]; for(int i = 0; i < dim; i++) { mins[i] = Double.MAX_VALUE; maxs[i] = -Double.MAX_VALUE; } for(DBID...
java
public static <V extends SpatialComparable> String getColumnLabel(Relation<? extends V> rel, int col) { SimpleTypeInformation<? extends V> type = rel.getDataTypeInformation(); if(!(type instanceof VectorFieldTypeInformation)) { return "Column " + col; } final VectorFieldTypeInformation<?> vtype = ...
java
@SuppressWarnings("unchecked") public static <V extends NumberVector, T extends NumberVector> Relation<V> relationUglyVectorCast(Relation<T> database) { return (Relation<V>) database; }
java
public KNNList get(DBIDRef id) { if(storage == null) { if(getLogger().isDebugging()) { getLogger().debug("Running kNN preprocessor: " + this.getClass()); } preprocess(); } return storage.get(id); }
java
public Clustering<DimensionModel> run(Database database, Relation<V> relation) { COPACNeighborPredicate.Instance npred = new COPACNeighborPredicate<V>(settings).instantiate(database, relation); CorePredicate.Instance<DBIDs> cpred = new MinPtsCorePredicate(settings.minpts).instantiate(database); Clustering<M...
java
public int getUnpairedClusteringIndex() { for(int index = 0; index < clusterIds.length; index++) { if(clusterIds[index] == UNCLUSTERED) { return index; } } return -1; }
java
protected static boolean isNull(Object val) { return (val == null) || STRING_NULL.equals(val) || DOUBLE_NULL.equals(val) || INTEGER_NULL.equals(val); }
java
private static String formatCause(Throwable cause) { if(cause == null) { return ""; } String message = cause.getMessage(); return "\n" + (message != null ? message : cause.toString()); }
java
public TextWriterWriterInterface<?> getWriterFor(Object o) { if(o == null) { return null; } TextWriterWriterInterface<?> writer = writers.getHandler(o); if(writer != null) { return writer; } try { final Class<?> decl = o.getClass().getMethod("toString").getDeclaringClass(); ...
java
protected Cluster<BiclusterModel> defineBicluster(BitSet rows, BitSet cols) { ArrayDBIDs rowIDs = rowsBitsetToIDs(rows); int[] colIDs = colsBitsetToIDs(cols); return new Cluster<>(rowIDs, new BiclusterModel(colIDs)); }
java
public double getSampleSkewness() { if(!(m2 > 0) || !(n > 2)) { throw new ArithmeticException("Skewness not defined when variance is 0 or weight <= 2.0!"); } return (m3 * n / (n - 1) / (n - 2)) / FastMath.pow(getSampleVariance(), 1.5); }
java
public static double cosineOrHaversineDeg(double lat1, double lon1, double lat2, double lon2) { return cosineOrHaversineRad(deg2rad(lat1), deg2rad(lon1), deg2rad(lat2), deg2rad(lon2)); }
java
public static double crossTrackDistanceRad(double lat1, double lon1, double lat2, double lon2, double latQ, double lonQ, double dist1Q) { final double dlon12 = lon2 - lon1; final double dlon1Q = lonQ - lon1; // Compute trigonometric functions only once. final DoubleWrapper tmp = new DoubleWrapper(); //...
java
public static double alongTrackDistanceRad(double lat1, double lon1, double lat2, double lon2, double latQ, double lonQ, double dist1Q, double ctd) { // FIXME: optimize the sign computation! int sign = Math.abs(bearingRad(lat1, lon1, lat2, lon2) - bearingRad(lat1, lon1, latQ, lonQ)) < HALFPI ? +1 : -1; retu...
java
private static double[] reversed(double[] a) { // TODO: there doesn't appear to be a nicer version in Java, unfortunately. Arrays.sort(a); for(int i = 0, j = a.length - 1; i < j; i++, j--) { double tmp = a[i]; a[i] = a[j]; a[j] = tmp; } return a; }
java
private double computeExplainedVariance(double[] eigenValues, int filteredEigenPairs) { double strongsum = 0., weaksum = 0.; for(int i = 0; i < filteredEigenPairs; i++) { strongsum += eigenValues[i]; } for(int i = filteredEigenPairs; i < eigenValues.length; i++) { weaksum += eigenValues[i]; ...
java
private void assertSortedByDistance(DoubleDBIDList results) { // TODO: sort results instead? double dist = -1.0; boolean sorted = true; for(DoubleDBIDListIter it = results.iter(); it.valid(); it.advance()) { double qr = it.doubleValue(); if(qr < dist) { sorted = false; } ...
java
public static String prefixParameterToMessage(Parameter<?> p, String message) { return new StringBuilder(100 + message.length()) // .append(p instanceof Flag ? "Flag '" : "Parameter '") // .append(p.getOptionID().getName()) // .append("' ").append(message).toString(); }
java
public static String prefixParametersToMessage(Parameter<?> p, String mid, Parameter<?> p2, String message) { return new StringBuilder(200 + mid.length() + message.length())// .append(p instanceof Flag ? "Flag '" : "Parameter '") // .append(p.getOptionID().getName()) // .append("' ").append(...
java
@Override protected int computeHeight() { N node = getRoot(); int height = 1; // compute height while(!node.isLeaf() && node.getNumEntries() != 0) { E entry = node.getEntry(0); node = getNode(entry); height++; } return height; }
java
private List<E> createBulkDirectoryNodes(List<E> nodes) { int minEntries = dirMinimum; int maxEntries = dirCapacity - 1; ArrayList<E> result = new ArrayList<>(); List<List<E>> partitions = settings.bulkSplitter.partition(nodes, minEntries, maxEntries); for(List<E> partition : partitions) { /...
java
private N createRoot(N root, List<E> objects) { // insert data for(E entry : objects) { if (entry instanceof LeafEntry) { root.addLeafEntry(entry); } else { root.addDirectoryEntry(entry); } } // set root mbr ((SpatialDirectoryEntry) getRootEntry()).setMBR(roo...
java
private int tailingNonNewline(char[] cbuf, int off, int len) { for(int cnt = 0; cnt < len; cnt++) { final int pos = off + (len - 1) - cnt; if(cbuf[pos] == UNIX_NEWLINE) { return cnt; } if(cbuf[pos] == CARRIAGE_RETURN) { return cnt; } // TODO: need to compare to NE...
java
@Override public void write(char[] cbuf, int off, int len) throws IOException { if(len <= 0) { return; } // if we havn't last seen a newline, and don't get a CR, insert a newline. if(charsSinceNewline > 0) { if(cbuf[off] != CARRIAGE_RETURN) { super.write(NEWLINEC, 0, NEWLINEC.lengt...
java
protected DoubleDataStore computeIDs(DBIDs ids, KNNQuery<O> knnQ) { WritableDoubleDataStore intDims = DataStoreUtil.makeDoubleStorage(ids, DataStoreFactory.HINT_HOT | DataStoreFactory.HINT_TEMP); FiniteProgress prog = LOG.isVerbose() ? new FiniteProgress("Intrinsic dimensionality", ids.size(), LOG) : null; ...
java
protected DoubleDataStore computeIDOS(DBIDs ids, KNNQuery<O> knnQ, DoubleDataStore intDims, DoubleMinMax idosminmax) { WritableDoubleDataStore ldms = DataStoreUtil.makeDoubleStorage(ids, DataStoreFactory.HINT_STATIC); FiniteProgress prog = LOG.isVerbose() ? new FiniteProgress("ID Outlier Scores for objects", id...
java
public OutlierResult run(Database database, Relation<V> relation) { final int dbsize = relation.size(); ArrayList<ArrayList<DBIDs>> ranges = buildRanges(relation); Heap<Individuum>.UnorderedIter individuums = (new EvolutionarySearch(relation, ranges, m, rnd.getSingleThreadedRandom())).run(); WritableD...
java
protected double[][] buildDistanceMatrix(ArrayDBIDs ids, DistanceQuery<?> dq) { final int size = ids.size(); double[][] dmat = new double[size][size]; final boolean square = !dq.getDistanceFunction().isSquared(); FiniteProgress prog = LOG.isVerbose() ? new FiniteProgress("Computing distance matrix", (si...
java
@Override public Clustering<M> run(Database database, Relation<V> relation) { MutableProgress prog = LOG.isVerbose() ? new MutableProgress("X-means number of clusters", k_max, LOG) : null; // Run initial k-means to find at least k_min clusters innerKMeans.setK(k_min); LOG.statistics(new StringStatist...
java
protected List<Cluster<M>> splitCluster(Cluster<M> parentCluster, Database database, Relation<V> relation) { // Transform parent cluster into a clustering ArrayList<Cluster<M>> parentClusterList = new ArrayList<Cluster<M>>(1); parentClusterList.add(parentCluster); if(parentCluster.size() <= 1) { /...
java
protected double[][] splitCentroid(Cluster<? extends MeanModel> parentCluster, Relation<V> relation) { double[] parentCentroid = parentCluster.getModel().getMean(); // Compute size of cluster/region double radius = 0.; for(DBIDIter it = parentCluster.getIDs().iter(); it.valid(); it.advance()) { d...
java
private void scan(HilbertFeatures hf, int k0) { final int mink0 = Math.min(2 * k0, capital_n - 1); if(LOG.isDebuggingFine()) { LOG.debugFine("Scanning with k0=" + k0 + " (" + mink0 + ")" + " N*=" + capital_n_star); } for(int i = 0; i < hf.pf.length; i++) { if(hf.pf[i].ubound < omega_star) { ...
java
private void trueOutliers(HilbertFeatures h) { n_star = 0; for(ObjectHeap.UnsortedIter<HilFeature> iter = h.out.unsortedIter(); iter.valid(); iter.advance()) { HilFeature entry = iter.get(); if(entry.ubound >= omega_star && (entry.ubound - entry.lbound < 1E-10)) { n_star++; } } }
java