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Spectral Graph Clustering

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Symmetric Nonnegative Matrix Factorization for Graph Clustering

SDM 2012 benedekrozemberczki/karateclub

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).

GRAPH CLUSTERING IMAGE CLUSTERING SPECTRAL GRAPH CLUSTERING

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

6 Feb 2019KavehFathian/clear

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

GRAPH CLUSTERING SPECTRAL GRAPH CLUSTERING

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

21 Sep 2016tgensol/AMOS

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.

GRAPH CLUSTERING SPECTRAL GRAPH CLUSTERING

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

11 Apr 2016tgensol/AMOS

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.

GRAPH CLUSTERING MODEL SELECTION SPECTRAL GRAPH CLUSTERING