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laplacian_cluster's Introduction

HL-L21-TLD-MSC

Implementation for:

Hyper-Laplacian Regularized Multi-View Clustering with Exclusive L21 Regularization and Tensor Log-Determinant Minimization Approach

Folders

  • algs includes only the proposed model.
  • data contains datasets: UCI digits, BBCSport, Yale, Extended YaleB, ORL. More datasets are avaiable at: Data
  • utils includes some utilities scripts.

File

  • demo_MSC: demo for Multiview Subspace Clustering.

Competitors in Multi-view Subspace Clustering

Method Title Year PDF Code
NSHLRR Laplacian regularized low-rank representation and its applications 2015 TPAMI MATLAB
DiMSC Diversity-induced multi-view subspace clustering 2015 CVPR MATLAB
LMSC Latent multi-view subspace clustering 2017 CVPR MATLAB
HLR-M2VS Hyper-Laplacian regularized multilinear multiview self-representations for clustering and semisupervised learning 2018 TCYB MATLAB
FMR Flexible Multi-View Representation Learning for Subspace Clustering 2019 IJCAI MATLAB
RMSL Reciprocal multi-layer subspace learning for multi-view clustering 2019 ICCV MATLAB
SM2SC Split multiplicative multi-view subspace clustering 2019 TIP MATLAB
CDMGC Measuring diversity in graph learning: a unified framework for structured multi-view clustering 2021 TKDE MATLAB
CoMSC Multiview subspace clustering via co-training robust data representation 2021 TNNLS MATLAB

laplacian_cluster's People

Contributors

qilun-luo avatar

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