Empirical Inference Article Consistency of Spectral Clustering von Luxburg, U., Belkin, M., Bousquet, O. Annals of Statistics, 36(2):555-586, April 2008 PDF DOI BibTeX

Empirical Inference Article A Tutorial on Spectral Clustering von Luxburg, U. Statistics and Computing, 17(4):395-416, December 2007 PDF PDF DOI BibTeX

Empirical Inference Conference Paper Cluster Identification in Nearest-Neighbor Graphs Maier, M., Hein, M., von Luxburg, U. In Algorithmic Learning Theory: Proceedings of the 18th International Confererence (ALT 2007), ALT 2007, 196-210, (Editors: Hutter, M. , R. A. Servedio, E. Takimoto), Springer, Berlin, Germany, 18th International Conference on Algorithmic Learning Theory, October 2007 PDF PDF DOI BibTeX

Empirical Inference Article Graph Laplacians and their Convergence on Random Neighborhood Graphs Hein, M., Audibert, J., von Luxburg, U. Journal of Machine Learning Research, 8:1325-1370, June 2007 PDF PDF BibTeX

Empirical Inference Technical Report Cluster Identification in Nearest-Neighbor Graphs Maier, M., Hein, M., von Luxburg, U. (163), Max-Planck-Institute for Biological Cybernetics, Tübingen, Germany, May 2007 PDF BibTeX

Empirical Inference Conference Paper A Sober Look at Clustering Stability Ben-David, S., von Luxburg, U., Pal, D. In Learning Theory: 19th Annual Conference on Learning Theory (COLT 2006), COLT 2006, 5-19, (Editors: Lugosi, G. , H.-U. Simon), Springer, Berlin, Germany, 19th Annual Conference on Learning Theory, September 2006 PDF Web DOI BibTeX

Empirical Inference Technical Report A tutorial on spectral clustering von Luxburg, U. (149), Max Planck Institute for Biological Cybernetics, Tübingen, August 2006 PDF BibTeX

Empirical Inference Conference Paper Limits of Spectral Clustering von Luxburg, U., Bousquet, O., Belkin, M. In Advances in Neural Information Processing Systems 17: Proceedings of the 2004 Conference, Advances in Neural Information Processing Systems 17, 857-864, (Editors: Saul, L. K., Y. Weiss, L. Bottou), MIT Press, Cambridge, MA, USA, Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), July 2005 PDF Web BibTeX

Empirical Inference Conference Paper From Graphs to Manifolds - Weak and Strong Pointwise Consistency of Graph Laplacians Hein, M., Audibert, J., von Luxburg, U. In Proceedings of the 18th Conference on Learning Theory (COLT), 470-485, Conference on Learning Theory, 2005, Student Paper Award PDF BibTeX

Empirical Inference Technical Report Towards a Statistical Theory of Clustering. Presented at the PASCAL workshop on clustering, London von Luxburg, U., Ben-David, S. Presented at the PASCAL workshop on clustering, London, 2005 PDF BibTeX