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k-means clustering

235 papers

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Also known as

K-MEANS|| K-MEANS++ KM K-MEANS

Co-occurring keywords

approximation algorithm (630) clustering algorithm (206) unsupervised learning (3255) k-median clustering (31) differential privacy (1010) coreset construction (40) outlier detection (318) spectral clustering (304) dimensionality reduction (720) multi-view clustering (199)

Papers

Spectral Clustering via the Power Method - Provably ICML 2015
Partitioning Well-Clustered Graphs: Spectral Clustering Works! COLT 2015
Density-preserving quantization with application to graph downsampling COLT 2014
Coresets for k-Segmentation of Streaming Data NIPS 2014
Distributed Balanced Clustering via Mapping Coresets NIPS 2014
Improved Distributed Principal Component Analysis NIPS 2014
K-means recovers ICA filters when independent components are sparse ICML 2014
A Scalable Unsupervised Feature Merging Approach to Efficient Dimensionality Reduction of High-Dimensional Visual Data ICCV 2013
Low-rank matrix reconstruction and clustering via approximate message passing NIPS 2013
Recursive Estimation of the Stein Center of SPD Matrices and Its Applications ICCV 2013
Joint Inverted Indexing ICCV 2013
SIFTpack: A Compact Representation for Efficient SIFT Matching ICCV 2013
Distributed $k$-means and $k$-median Clustering on General Topologies NIPS 2013
Cartesian K-Means CVPR 2013
Moment-based Uniform Deviation Bounds for $k$-means and Friends NIPS 2013
Maximum Volume Clustering: A New Discriminative Clustering Approach JMLR 2013
Clustering Oligarchies AISTATS 2013
Learning Probability Measures with respect to Optimal Transport Metrics NIPS 2012
Efficient Hypergraph Clustering AISTATS 2012
Emergence of Object-Selective Features in Unsupervised Feature Learning NIPS 2012
Submodular-Bregman and the Lovász-Bregman Divergences with Applications NIPS 2012
Learning Manifolds with K-Means and K-Flats NIPS 2012
An Analysis of Single-Layer Networks in Unsupervised Feature Learning AISTATS 2011
Fast and Accurate k-means For Large Datasets NIPS 2011
Sample Complexity of Testing the Manifold Hypothesis NIPS 2010