LinkCluE: A matlab package for link-based cluster ensembles

Natthakan Iam-On*, Simon Garrett

*Awdur cyfatebol y gwaith hwn

Allbwn ymchwil: Cyfraniad at gyfnodolynErthygladolygiad gan gymheiriaid

52 Dyfyniadau(SciVal)
19 Wedi eu Llwytho i Lawr (Pure)

Crynodeb

Cluster ensembles have emerged as a powerful meta-learning paradigm that provides improved accuracy and robustness by aggregating several input data clusterings. In particular, link-based similarity methods have recently been introduced with superior performance to the conventional co-association approach. This paper presents a MATLAB package, LinkCluE, that implements the link-based cluster ensemble framework. A variety of functional methods for evaluating clustering results, based on both internal and external criteria, are also provided. Additionally, the underlying algorithms together with the sample uses of the package with interesting real and synthetic datasets are demonstrated herein.

Iaith wreiddiolSaesneg
Nifer y tudalennau36
CyfnodolynJournal of Statistical Software
Cyfrol36
Rhif cyhoeddi9
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 31 Awst 2010

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