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Clustering

3,638 papers

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Papers

Consistency of Spectral Partitioning of Uniform Hypergraphs under Planted Partition Model NIPS 2014
Spectral Clustering of graphs with the Bethe Hessian NIPS 2014
Approximating Hierarchical MV-sets for Hierarchical Clustering NIPS 2014
On a Theory of Nonparametric Pairwise Similarity for Clustering: Connecting Clustering to Classification NIPS 2014
Discrete Graph Hashing NIPS 2014
Learning Mixtures of Ranking Models NIPS 2014
Greedy Subspace Clustering NIPS 2014
Mode Estimation for High Dimensional Discrete Tree Graphical Models NIPS 2014
Improved Distributed Principal Component Analysis NIPS 2014
Divide-and-Conquer Learning by Anchoring a Conical Hull NIPS 2014
On Integrated Clustering and Outlier Detection NIPS 2014
Factoring Variations in Natural Images with Deep Gaussian Mixture Models NIPS 2014
Bibliographic Analysis with the Citation Network Topic Model ACML 2014
Bayesian Nonparametric Poisson Factorization for Recommendation Systems AISTATS 2014
Incremental Tree-Based Inference with Dependent Normalized Random Measures AISTATS 2014
The Dependent Dirichlet Process Mixture of Objects for Detection-free Tracking and Object Modeling AISTATS 2014
Scaling Nonparametric Bayesian Inference via Subsample-Annealing AISTATS 2014
SMERED: A Bayesian Approach to Graphical Record Linkage and De-duplication AISTATS 2014
Adaptive Variable Clustering in Gaussian Graphical Models AISTATS 2014
Community Detection via Random and Adaptive Sampling COLT 2014
Belief propagation, robust reconstruction and optimal recovery of block models COLT 2014
Density-preserving quantization with application to graph downsampling COLT 2014
Learning Mixtures of Discrete Product Distributions using Spectral Decompositions COLT 2014
The More, the Merrier: the Blessing of Dimensionality for Learning Large Gaussian Mixtures COLT 2014
Faster and Sample Near-Optimal Algorithms for Proper Learning Mixtures of Gaussians COLT 2014