Clustering

On Triangular versus Edge Representations --- Towards Scalable Modeling of Networks NeurIPS 2012 Probabilistic Low-Rank Subspace Clustering NeurIPS 2012 Recovery of Sparse Probability Measures via Convex Programming NeurIPS 2012 Reducing statistical time-series problems to binary classification NeurIPS 2012 Repulsive Mixtures NeurIPS 2012 Scalable Inference of Overlapping Communities NeurIPS 2012 Security Analysis of Online Centroid Anomaly Detection JMLR 2012 Semi-Crowdsourced Clustering: Generalizing Crowd Labeling by Robust Distance Metric Learning NeurIPS 2012 Slice sampling normalized kernel-weighted completely random measure mixture models NeurIPS 2012 Small-Variance Asymptotics for Exponential Family Dirichlet Process Mixture Models NeurIPS 2012 Smooth-projected Neighborhood Pursuit for High-dimensional Nonparanormal Graph Estimation NeurIPS 2012 Sparse Higher-Order Principal Components Analysis AISTATS 2012 Spectral Clustering of Graphs with General Degrees in the Extended Planted Partition Model COLT 2012 Stability of Density-Based Clustering JMLR 2012 Submodular-Bregman and the Lovász-Bregman Divergences with Applications NeurIPS 2012 Subset Infinite Relational Models AISTATS 2012 Symmetric Correspondence Topic Models for Multilingual Text Analysis NeurIPS 2012 The Time-Marginalized Coalescent Prior for Hierarchical Clustering NeurIPS 2012 The variational hierarchical EM algorithm for clustering hidden Markov models NeurIPS 2012 Unsupervised Structure Discovery for Semantic Analysis of Audio NeurIPS 2012 A concave regularization technique for sparse mixture models NeurIPS 2011 Active Clustering: Robust and Efficient Hierarchical Clustering using Adaptively Selected Similarities AISTATS 2011 Adaptive Density Level Set Clustering COLT 2011 A Denoising View of Matrix Completion NeurIPS 2011 An Unsupervised Decontamination Procedure For Improving The Reliability Of Human Judgments NeurIPS 2011