Ulrike von Luxburg
Ulrike von Luxburg
Adresse e-mail validée de informatik.uni-tuebingen.de
TitreCitée parAnnée
A tutorial on spectral clustering
U Von Luxburg
Statistics and computing 17 (4), 395-416, 2007
73522007
Consistency of spectral clustering
U Von Luxburg, M Belkin, O Bousquet
The Annals of Statistics, 555-586, 2008
4792008
From graphs to manifolds–weak and strong pointwise consistency of graph Laplacians
M Hein, JY Audibert, U Von Luxburg
International Conference on Computational Learning Theory, 470-485, 2005
2822005
A sober look at clustering stability
S Ben-David, U Von Luxburg, D Pál
International Conference on Computational Learning Theory, 5-19, 2006
2292006
Graph Laplacians and their convergence on random neighborhood graphs
M Hein, JY Audibert, U Luxburg
Journal of Machine Learning Research 8 (Jun), 1325-1368, 2007
2272007
Clustering stability: an overview
U Von Luxburg
Foundations and Trends® in Machine Learning 2 (3), 235-274, 2010
1852010
Influence of graph construction on graph-based clustering measures
M Maier, UV Luxburg, M Hein
Advances in neural information processing systems, 1025-1032, 2009
1572009
Limits of spectral clustering
UV Luxburg, O Bousquet, M Belkin
Advances in neural information processing systems, 857-864, 2005
1312005
Clustering: Science or art
I Guyon, U Von Luxburg, RC Williamson
NIPS 2009 workshop on clustering theory, 1-11, 2009
1292009
Clustering: Science or art?
U Von Luxburg, RC Williamson, I Guyon
Proceedings of ICML Workshop on Unsupervised and Transfer Learning, 65-79, 2012
1282012
Distance-based classification with Lipschitz functions
U Luxburg, O Bousquet
Journal of Machine Learning Research 5 (Jun), 669-695, 2004
1142004
Regret bounds for the adaptive control of linear quadratic systems
Y Abbasi-Yadkori, C Szepesvári
Proceedings of the 24th Annual Conference on Learning Theory, 1-26, 2011
1072011
Statistical learning theory: Models, concepts, and results
U Von Luxburg, B Schölkopf
Handbook of the History of Logic 10, 651-706, 2011
1042011
Optimal construction of k-nearest-neighbor graphs for identifying noisy clusters
M Maier, M Hein, U Von Luxburg
Theoretical Computer Science 410 (19), 1749-1764, 2009
1032009
Towards a statistical theory of clustering
U Von Luxburg, S Ben-David
Pascal workshop on statistics and optimization of clustering, 20-26, 2005
962005
Getting lost in space: Large sample analysis of the commute distance
U Von Luxburg, A Radl, M Hein
Advances in Neural Information Processing Systems 23, 2622-2630, 2010
892010
Hitting and commute times in large random neighborhood graphs
U Von Luxburg, A Radl, M Hein
The Journal of Machine Learning Research 15 (1), 1751-1798, 2014
822014
A compression approach to support vector model selection
UV Luxburg, O Bousquet, B Schölkopf
Journal of Machine Learning Research 5 (Apr), 293-323, 2004
722004
Advanced Lectures on Machine Learning: ML Summer Schools 2003, Canberra, Australia, February 2-14, 2003, Tübingen, Germany, August 4-16, 2003, Revised Lectures
O Bousquet, U von Luxburg, G Rätsch
Springer, 2011
702011
Nearest neighbor clustering: A baseline method for consistent clustering with arbitrary objective functions
S Bubeck, U Luxburg
Journal of Machine Learning Research 10 (Mar), 657-698, 2009
622009
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