Package elki.clustering.subspace

Axis-parallel subspace clustering algorithms.

The clustering algorithms in this package are instances of both, projected clustering algorithms or subspace clustering algorithms according to the classical but somewhat obsolete classification schema of clustering algorithms for axis-parallel subspaces.

Interface Summary

Interface	Description
SubspaceClusteringAlgorithm<M extends SubspaceModel>	Interface for subspace clustering algorithms that use a model derived from SubspaceModel, that can then be post-processed for outlier detection.

Class Summary

Class	Description
CLIQUE	Implementation of the CLIQUE algorithm, a grid-based algorithm to identify dense clusters in subspaces of maximum dimensionality.
CLIQUE.Par	Parameterization class.
DiSH	Algorithm for detecting subspace hierarchies.
DiSH.DiSHClusterOrder	DiSH cluster order.
DiSH.Par	Parameterization class.
DOC	DOC is a sampling based subspace clustering algorithm.
DOC.Par	Parameterization class.
FastDOC	The heuristic variant of the DOC algorithm, FastDOC
FastDOC.Par	Parameterization class.
HiSC	Implementation of the HiSC algorithm, an algorithm for detecting hierarchies of subspace clusters.
HiSC.Par	Parameterization class.
P3C	P3C: A Robust Projected Clustering Algorithm.
P3C.ClusterCandidate	This class is used to represent potential clusters.
P3C.Par	Parameterization class.
P3C.Signature	P3C Cluster signature.
PreDeCon	PreDeCon computes clusters of subspace preference weighted connected points.
PreDeCon.Par	Parameterization class.
PreDeCon.Settings	Class containing all the PreDeCon settings.
PreDeCon.Settings.Par	Parameterization class.
PROCLUS	The PROCLUS algorithm, an algorithm to find subspace clusters in high dimensional spaces.
PROCLUS.DoubleIntInt	Simple triple.
PROCLUS.Par	Parameterization class.
PROCLUS.PROCLUSCluster	Encapsulates the attributes of a cluster.
SUBCLU<V extends NumberVector>	Implementation of the SUBCLU algorithm, an algorithm to detect arbitrarily shaped and positioned clusters in subspaces.
SUBCLU.Par<V extends NumberVector>	Parameterization class.

Enum Summary

Enum	Description
DiSH.Strategy	Available strategies for determination of the preference vector.