Sparse Subspace Clustering

Research in this cluster explores techniques for sparse subspace clustering in high-dimensional data. It focuses on developing algorithms that effectively identify clusters in such datasets.

Sparse Subspace
Clustering
High-Dimensional Data
Algorithms
Identification

3,101 papers

Parent topic: Intelligent Systems and Learning

AI-assisted content · The overview, paper groupings, and influence analysis on this page are AI-generated. They are intended as a starting point for exploring the field and may contain inaccuracies. Report an error

Papers Over Time

197019751980198519901995200020052010201520202025

Top Papers

Sparse Subspace Clustering: Algorithm, Theory, And Applications

2013 · 2,295 citations

Sparse Subspace Clustering

2009 · 817 citations

Diversity-induced Multi-view Subspace Clustering

2015 · 494 citations

An Entropy Weighting k-Means Algorithm For Subspace Clustering Of High-Dimensional Sparse Data

2007 · 476 citations

Scalable K-Means++

2012 · 455 citations

Low Rank Subspace Clustering (LRSC)

2014 · 393 citations

Multi-view Low-Rank Sparse Subspace Clustering

2018 · 353 citations

Nonsmooth Nonnegative Matrix Factorization (nsNMF)

2006 · 318 citations

A New Vector Quantization Clustering Algorithm

1989 · 289 citations

Spectral K-way Ratio-Cut Partitioning And Clustering

1994 · 272 citations

Algorithms For Nonnegative Matrix And Tensor Factorizations: A Unified View Based On Block Coordinate Descent Framework

2013 · 269 citations

Scalable Sparse Subspace Clustering By Orthogonal Matching Pursuit

2016 · 232 citations

J-Means: A New Local Search Heuristic For Minimum Sum Of Squares Clustering

2001 · 192 citations

Large Scale Spectral Clustering Via Landmark-Based Sparse Representation

2015 · 187 citations

Feature Selection Based On Neighborhood Self-Information

2020 · 186 citations

Enhanced Soft Subspace Clustering Integrating Within-Cluster And Between-Cluster Information

2010 · 176 citations

Multiple Incomplete Views Clustering Via Weighted Nonnegative Matrix Factorization With $$L_{2,1}$$ Regularization

2015 · 164 citations

Kernel Sparse Subspace Clustering

2014 · 163 citations

Kernel-Based Weighted Multi-view Clustering

2012 · 162 citations

Binary Dragonfly Algorithm For Feature Selection

2017 · 150 citations