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【独家发布】LinkCluE: A MATLAB Package for Link-Based Cluster Ensembles [推广有奖]

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农村固定观察点 发表于 2016-5-17 11:28:44 |AI写论文

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Authors:

Natthakan Iam-on, Simon Garrett

Title:

LinkCluE: A MATLAB Package for Link-Based Cluster Ensembles

Abstract:

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.

Page views:: 5412. Submitted: 2009-05-11. Published: 2010-08-31.

Paper:

LinkCluE: A MATLAB Package for Link-Based Cluster Ensembles     [size=1em]Download PDF (Downloads: 5429)

Supplements:

LinkCluE.zip: MATLAB source package (including data)

[size=1em]Download(Downloads: 1266; 551KB)

v36i09.m: MATLAB code for examples from the paper

[size=1em]Download(Downloads: 980; 2KB)


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