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Clustering

3,638 papers

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Papers

Parallel Correlation Clustering on Big Graphs NIPS 2015
Submodular Hamming Metrics NIPS 2015
Adaptive Low-Complexity Sequential Inference for Dirichlet Process Mixture Models NIPS 2015
Mixed Robust/Average Submodular Partitioning: Fast Algorithms, Guarantees, and Applications NIPS 2015
Subspace Clustering with Irrelevant Features via Robust Dantzig Selector NIPS 2015
Orthogonal NMF through Subspace Exploration NIPS 2015
Integration of Single-view Graphs with Diffusion of Tensor Product Graphs for Multi-view Spectral Clustering ACML 2015
Efficient Sparse Clustering of High-Dimensional Non-spherical Gaussian Mixtures AISTATS 2015
Convex Multi-Task Learning by Clustering AISTATS 2015
Sparse Solutions to Nonnegative Linear Systems and Applications AISTATS 2015
Graph Approximation and Clustering on a Budget AISTATS 2015
Tradeoffs for Space, Time, Data and Risk in Unsupervised Learning AISTATS 2015
Data modeling with the elliptical gamma distribution AISTATS 2015
A Dirichlet Process Mixture Model for Spherical Data AISTATS 2015
Streaming Variational Inference for Bayesian Nonparametric Mixture Models AISTATS 2015
Multi-Manifold Modeling in Non-Euclidean spaces AISTATS 2015
Stochastic Block Transition Models for Dynamic Networks AISTATS 2015
Scalable Nonparametric Multiway Data Analysis AISTATS 2015
Infinite Edge Partition Models for Overlapping Community Detection and Link Prediction AISTATS 2015
Power-Law Graph Cuts AISTATS 2015
Beyond Hartigan Consistency: Merge Distortion Metric for Hierarchical Clustering COLT 2015
Hierarchical Label Queries with Data-Dependent Partitions COLT 2015
Correlation Clustering with Noisy Partial Information COLT 2015
Partitioning Well-Clustered Graphs: Spectral Clustering Works! COLT 2015
Web Scale Photo Hash Clustering on A Single Machine CVPR 2015