Multi-view Spectral Clustering

Introduction

This repository contains the experiment code in the following paper.

Li, Yeqing, Feiping Nie, Heng Huang, and Junzhou Huang. "Large-Scale Multi-View Spectral Clustering via Bipartite Graph." In Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence. 2015.

Here are some information about the source of the algorithm

• ProposedMVSC is the algorithm proposed in [1].
• CoregSpectral is the algorithm proposed in [2]. In fact, it contains two versions of Co-regularized spectral clustering algorithms proposed in [2] as well as a baseline single spectral clustering algorithm.
• CaiCVPR2011MVSC is the algorithm proposed in [3].

Reference

1. Li, Yeqing, Feiping Nie, Heng Huang, and Junzhou Huang. "Large-Scale Multi-View Spectral Clustering via Bipartite Graph." In Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence. 2015.
2. Kumar, A.; Rai, P.; and Daume, H. 2011. Co-regularized multi-view spectral clustering. In Advances in Neural Information Processing Systems, 1413–1421
3. Cai, X.; Nie, F.; Huang, H.; and Kamangar, F. 2011. Heterogeneous image feature integration via multi-modal spectral clustering. In Computer Vision and Pattern Recognition (CVPR), 2011 IEEE Conference on, 1977–1984. IEEE.

Bibtex

@inproceedings{li2015large,
  title={Large-Scale Multi-View Spectral Clustering via Bipartite Graph},
  author={Li, Yeqing and Nie, Feiping and Huang, Heng and Huang, Junzhou},
  booktitle={Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence},
  year={2015}
}