| Package | Description | 
|---|---|
| de.lmu.ifi.dbs.elki.algorithm | 
 Algorithms suitable as a task for the  
KDDTask
 main routine. | 
| de.lmu.ifi.dbs.elki.algorithm.benchmark | 
 Benchmarking pseudo algorithms. 
 | 
| de.lmu.ifi.dbs.elki.algorithm.clustering | 
 Clustering algorithms
 
 Clustering algorithms are supposed to implement the
  
Algorithm-Interface. | 
| de.lmu.ifi.dbs.elki.algorithm.clustering.gdbscan | 
 Generalized DBSCAN
 
 Generalized DBSCAN is an abstraction of the original DBSCAN idea,
 that allows the use of arbitrary "neighborhood" and "core point" predicates. 
 | 
| de.lmu.ifi.dbs.elki.algorithm.clustering.hierarchical | 
 Hierarchical agglomerative clustering (HAC). 
 | 
| de.lmu.ifi.dbs.elki.algorithm.clustering.kmeans | 
 K-means clustering and variations 
 | 
| de.lmu.ifi.dbs.elki.algorithm.clustering.optics | 
 OPTICS family of clustering algorithms. 
 | 
| de.lmu.ifi.dbs.elki.algorithm.outlier | 
 Outlier detection algorithms 
 | 
| de.lmu.ifi.dbs.elki.algorithm.outlier.clustering | 
 Clustering based outlier detection. 
 | 
| de.lmu.ifi.dbs.elki.algorithm.outlier.distance | 
 Distance-based outlier detection algorithms, such as DBOutlier and kNN. 
 | 
| de.lmu.ifi.dbs.elki.algorithm.outlier.distance.parallel | 
 Parallel implementations of distance-based outlier detectors. 
 | 
| de.lmu.ifi.dbs.elki.algorithm.outlier.intrinsic | 
 Outlier detection algorithms based on intrinsic dimensionality. 
 | 
| de.lmu.ifi.dbs.elki.algorithm.outlier.lof | 
 LOF family of outlier detection algorithms 
 | 
| de.lmu.ifi.dbs.elki.algorithm.outlier.lof.parallel | 
 Parallelized variants of LOF. 
 | 
| de.lmu.ifi.dbs.elki.algorithm.outlier.spatial | 
 Spatial outlier detection algorithms 
 | 
| de.lmu.ifi.dbs.elki.algorithm.projection | 
 Data projections (see also preprocessing filters for basic projections). 
 | 
| de.lmu.ifi.dbs.elki.algorithm.statistics | 
 Statistical analysis algorithms. 
 | 
| tutorial.clustering | 
 Classes from the tutorial on implementing a custom k-means variation 
 | 
| tutorial.outlier | 
 Tutorials on implementing outlier detection methods in ELKI. 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
KNNDistancesSampler.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
KNNJoin.Parameterizer<V extends NumberVector,N extends SpatialNode<N,E>,E extends SpatialEntry>
Parameterization class. 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
KNNBenchmarkAlgorithm.Parameterizer<O>
Parameterization class 
 | 
static class  | 
RangeQueryBenchmarkAlgorithm.Parameterizer<O extends NumberVector>
Parameterization class 
 | 
static class  | 
ValidateApproximativeKNNIndex.Parameterizer<O>
Parameterization class 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
CanopyPreClustering.Parameterizer<O>
Parameterization class 
 | 
static class  | 
DBSCAN.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
GriDBSCAN.Parameterizer<O extends NumberVector>
Parameterization class. 
 | 
static class  | 
Leader.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
NaiveMeanShiftClustering.Parameterizer<V extends NumberVector>
Parameterizer. 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
LSDBC.Parameterizer<O extends NumberVector>
Parameterization class 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
AbstractHDBSCAN.Parameterizer<O>
Parameterization class 
 | 
static class  | 
AGNES.Parameterizer<O>
Parameterization class 
 | 
static class  | 
AnderbergHierarchicalClustering.Parameterizer<O>
Parameterization class 
 | 
static class  | 
CLINK.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
HDBSCANLinearMemory.Parameterizer<O>
Parameterization class 
 | 
static class  | 
MiniMax.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
MiniMaxAnderberg.Parameterizer<O>
Parameterization class 
 | 
static class  | 
MiniMaxNNChain.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
NNChain.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
SLINK.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
SLINKHDBSCANLinearMemory.Parameterizer<O>
Parameterization class 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
CLARA.Parameterizer<V>
Parameterization class. 
 | 
static class  | 
CLARANS.Parameterizer<V>
Parameterization class. 
 | 
static class  | 
FastCLARA.Parameterizer<V>
Parameterization class. 
 | 
static class  | 
FastCLARANS.Parameterizer<V>
Parameterization class. 
 | 
static class  | 
KMedoidsFastPAM.Parameterizer<V>
Parameterization class. 
 | 
static class  | 
KMedoidsFastPAM1.Parameterizer<V>
Parameterization class. 
 | 
static class  | 
KMedoidsPAM.Parameterizer<V>
Parameterization class. 
 | 
static class  | 
KMedoidsPAMReynolds.Parameterizer<V>
Parameterization class. 
 | 
static class  | 
KMedoidsPark.Parameterizer<V>
Parameterization class. 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
AbstractOPTICS.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
DeLiClu.Parameterizer<V extends NumberVector>
Parameterization class. 
 | 
static class  | 
OPTICSHeap.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
OPTICSList.Parameterizer<O>
Parameterization class. 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
COP.Parameterizer<V extends NumberVector>
Parameterization class. 
 | 
static class  | 
DWOF.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
OPTICSOF.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
SimpleCOP.Parameterizer<V extends NumberVector>
Parameterization class. 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
SilhouetteOutlierDetection.Parameterizer<O>
Parameterizer. 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
AbstractDBOutlier.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
DBOutlierDetection.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
DBOutlierScore.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
KNNDD.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
KNNOutlier.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
KNNSOS.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
KNNWeightOutlier.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
LocalIsolationCoefficient.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
ODIN.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
SOS.Parameterizer<O>
Parameterization class. 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
ParallelKNNOutlier.Parameterizer<O>
Parameterization class 
 | 
static class  | 
ParallelKNNWeightOutlier.Parameterizer<O>
Parameterization class 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
IDOS.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
IntrinsicDimensionalityOutlier.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
ISOS.Parameterizer<O>
Parameterization class. 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
COF.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
FlexibleLOF.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
INFLO.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
KDEOS.Parameterizer<O>
Parameterization class 
 | 
static class  | 
LDF.Parameterizer<O extends NumberVector>
Parameterization class. 
 | 
static class  | 
LDOF.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
LOCI.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
LOF.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
OnlineLOF.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
SimpleKernelDensityLOF.Parameterizer<O extends NumberVector>
Parameterization class. 
 | 
static class  | 
SimplifiedLOF.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
VarianceOfVolume.Parameterizer<O extends SpatialComparable>
Parameterization class. 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
ParallelLOF.Parameterizer<O>
Parameterization class 
 | 
static class  | 
ParallelSimplifiedLOF.Parameterizer<O>
Parameterization class 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
CTLuGLSBackwardSearchAlgorithm.Parameterizer<V extends NumberVector>
Parameterization class 
 | 
static class  | 
CTLuRandomWalkEC.Parameterizer<N>
Parameterization class. 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
GaussianAffinityMatrixBuilder.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
IntrinsicNearestNeighborAffinityMatrixBuilder.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
NearestNeighborAffinityMatrixBuilder.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
PerplexityAffinityMatrixBuilder.Parameterizer<O>
Parameterization class. 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
AveragePrecisionAtK.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
DistanceQuantileSampler.Parameterizer<O>
Parameterization class 
 | 
static class  | 
DistanceStatisticsWithClasses.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
EstimateIntrinsicDimensionality.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
EvaluateRankingQuality.Parameterizer<V extends NumberVector>
Parameterization class. 
 | 
static class  | 
EvaluateRetrievalPerformance.Parameterizer<O>
Parameterization class. 
 | 
static class  | 
RangeQuerySelectivity.Parameterizer<V extends NumberVector>
Parameterization class. 
 | 
static class  | 
RankingQualityHistogram.Parameterizer<O>
Parameterization class. 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
NaiveAgglomerativeHierarchicalClustering1.Parameterizer<O>
Parameterization class 
 | 
static class  | 
NaiveAgglomerativeHierarchicalClustering2.Parameterizer<O>
Parameterization class 
 | 
static class  | 
NaiveAgglomerativeHierarchicalClustering3.Parameterizer<O>
Parameterization class 
 | 
static class  | 
NaiveAgglomerativeHierarchicalClustering4.Parameterizer<O>
Parameterization class 
 | 
| Modifier and Type | Class and Description | 
|---|---|
static class  | 
DistanceStddevOutlier.Parameterizer<O>
Parameterization class 
 | 
Copyright © 2019 ELKI Development Team. License information.