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Spectral Clustering Algorithms

by Asad Ali

 

12 Jan 2010

Implementation of four key algorithms of Spectral Graph Clustering using eigen vectors : Tutorial

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The code for the spectral graph clustering concepts presented in the following papers is implemented for tutorial purpose:

1. Ng, A., Jordan, M., and Weiss, Y. (2002). On spectral clustering: analysis and an algorithm. In T. Dietterich, S. Becker, and Z. Ghahramani (Eds.), Advances in Neural Information Processing Systems 14 (pp. 849 – 856). MIT Press.

2. P. Perona and W. T. Freeman, "A factorization approach to grouping",In H. Burkardt and B. Neumann, editors, Proc ECCV, pages 655-670, 1998.

3. J. Shi and J. Malik, "Normalized Cuts and Image Segmentation", In Proc. IEEE Conf. Computer Vision and Pattern Recognition, pages 731-737, 1997.

4. G.L. Scott and H. C. Longuet-Higgins, "Feature Grouping by Relocalisation of Eigenvectors of the Proxmity Matrix", In Proc. British Machine Vision Conference, pages 103-108, 1990.

Evolution of spectral clustering methods and the various concepts proposed by the above authors are demonstrated in this implementation.

MATLAB release MATLAB 7 (R14)
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Tag Activity for this File
Tag Applied By Date/Time
spectral clustering Asad Ali 12 Jan 2010 10:54:40
graph segmentation Asad Ali 12 Jan 2010 10:54:40
eigenvector segmentation Asad Ali 12 Jan 2010 10:54:40
affinity matrix Asad Ali 12 Jan 2010 10:54:40
qmatrix Asad Ali 12 Jan 2010 10:54:40
normalized cuts Asad Ali 12 Jan 2010 10:54:40
segmentation Asad Ali 12 Jan 2010 10:54:40
clustering Asad Ali 12 Jan 2010 10:54:40
spectral clustering Adam Hartshorne 03 Feb 2010 19:17:29
normalized cuts pb273 04 Feb 2010 13:57:41
graph segmentation Hyunwoo Lim 15 Nov 2010 13:12:19
spectral clustering Amit 08 Dec 2010 05:42:33
spectral clustering Ole Buus 30 May 2011 04:56:06

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