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spectral clustering

304 papers

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Also known as

SSC SC

Co-occurring keywords

community detection (275) stochastic block model (146) graph clustering (194) graph laplacian (109) subspace clustering (122) dimensionality reduction (720) kernel methods (1096) graph theory (249) affinity matrix (38) unsupervised learning (3255)

Papers

Spectral Clustering on a Budget AISTATS 2011
Beyond Spectral Clustering - Tight Relaxations of Balanced Graph Cuts NIPS 2011
Maximum Volume Clustering AISTATS 2011
Spectral Chinese Restaurant Processes: Nonparametric Clustering Based on Similarities AISTATS 2011
Operator Norm Convergence of Spectral Clustering on Level Sets JMLR 2011
Minimum Conditional Entropy Clustering: A Discriminative Framework for Clustering ACML 2010
On Learning with Integral Operators JMLR 2010
An Inverse Power Method for Nonlinear Eigenproblems with Applications in 1-Spectral Clustering and Sparse PCA NIPS 2010
Optimal Scoring for Unsupervised Learning NIPS 2009
The Ordered Residual Kernel for Robust Motion Subspace Clustering NIPS 2009
Cyclizing Clusters via Zeta Function of a Graph NIPS 2008
Learning Taxonomies by Dependence Maximization NIPS 2008
Regularized Co-Clustering with Dual Supervision NIPS 2008
Influence of graph construction on graph-based clustering measures NIPS 2008
Spectral Clustering with Perturbed Data NIPS 2008
DIFFRAC: a discriminative and flexible framework for clustering NIPS 2007
On the Effectiveness of Laplacian Normalization for Graph Semi-supervised Learning JMLR 2007
Graph Laplacians and their Convergence on Random Neighborhood Graphs JMLR 2007
Fast Iterative Kernel Principal Component Analysis JMLR 2007
Fundamental Limitations of Spectral Clustering NIPS 2006
Doubly Stochastic Normalization for Spectral Clustering NIPS 2006
Generalized Maximum Margin Clustering and Unsupervised Kernel Learning NIPS 2006
Learning with Hypergraphs: Clustering, Classification, and Embedding NIPS 2006
Kernel Maximum Entropy Data Transformation and an Enhanced Spectral Clustering Algorithm NIPS 2006
On the Relation Between Low Density Separation, Spectral Clustering and Graph Cuts NIPS 2006