Spectral Graph Clustering

15 papers with code • 0 benchmarks • 0 datasets

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An Internal Validity Index Based on Density-Involved Distance

hulianyu/CVDD 22 Mar 2019

One reason is that the measure of cluster separation does not consider the impact of outliers and neighborhood clusters.

16
22 Mar 2019

CLEAR: A Consistent Lifting, Embedding, and Alignment Rectification Algorithm for Multi-View Data Association

mit-acl/clear 6 Feb 2019

Many robotics applications require alignment and fusion of observations obtained at multiple views to form a global model of the environment.

35
06 Feb 2019

AMOS: An Automated Model Order Selection Algorithm for Spectral Graph Clustering

tgensol/AMOS 21 Sep 2016

One of the longstanding problems in spectral graph clustering (SGC) is the so-called model order selection problem: automated selection of the correct number of clusters.

3
21 Sep 2016

Phase Transitions and a Model Order Selection Criterion for Spectral Graph Clustering

tgensol/AMOS 11 Apr 2016

One of the longstanding open problems in spectral graph clustering (SGC) is the so-called model order selection problem: automated selection of the correct number of clusters.

3
11 Apr 2016

Symmetric Nonnegative Matrix Factorization for Graph Clustering

benedekrozemberczki/karateclub SDM 2012

Unlike NMF, however, SymNMF is based on a similarity measure between data points, and factorizes a symmetric matrix containing pairwise similarity values (not necessarily nonnegative).

2,089
27 Feb 2012