Package elki.clustering.subspace
Class PreDeCon
- java.lang.Object
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- elki.clustering.dbscan.GeneralizedDBSCAN
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- elki.clustering.subspace.PreDeCon
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- All Implemented Interfaces:
Algorithm
,ClusteringAlgorithm<Clustering<Model>>
@Title("PreDeCon: Subspace Preference weighted Density Connected Clustering") @Description("PreDeCon computes clusters of subspace preference weighted connected points. The algorithm searches for local subgroups of a set of feature vectors having a low variance along one or more (but not all) attributes.") @Reference(authors="Christian B\u00f6hm, Karin Kailing, Hans-Peter Kriegel, Peer Kr\u00f6ger", title="Density Connected Clustering with Local Subspace Preferences", booktitle="Proc. 4th IEEE Int. Conf. on Data Mining (ICDM\'04)", url="https://doi.org/10.1109/ICDM.2004.10087", bibkey="DBLP:conf/icdm/BohmKKK04") public class PreDeCon extends GeneralizedDBSCAN
PreDeCon computes clusters of subspace preference weighted connected points. The algorithm searches for local subgroups of a set of feature vectors having a low variance along one or more (but not all) attributes.Reference:
Christian Böhm, Karin Kailing, Hans-Peter Kriegel, Peer Kröger
Density Connected Clustering with Local Subspace Preferences.
Proc. 4th IEEE Int. Conf. on Data Mining (ICDM'04)- Since:
- 0.1
- Author:
- Peer Kröger
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Nested Class Summary
Nested Classes Modifier and Type Class Description static class
PreDeCon.Par
Parameterization class.static class
PreDeCon.Settings
Class containing all the PreDeCon settings.-
Nested classes/interfaces inherited from class elki.clustering.dbscan.GeneralizedDBSCAN
GeneralizedDBSCAN.Instance<T>
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Nested classes/interfaces inherited from interface elki.Algorithm
Algorithm.Utils
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Field Summary
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Fields inherited from class elki.clustering.dbscan.GeneralizedDBSCAN
coremodel, corepred, npred
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Constructor Summary
Constructors Constructor Description PreDeCon(PreDeCon.Settings settings)
Constructor.
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Method Summary
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Methods inherited from class elki.clustering.dbscan.GeneralizedDBSCAN
autorun, getInputTypeRestriction
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Constructor Detail
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PreDeCon
public PreDeCon(PreDeCon.Settings settings)
Constructor.- Parameters:
settings
- PreDeCon settings.
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