A tutorial on spectral clustering U Von Luxburg Statistics and computing 17, 395-416, 2007 | 11421 | 2007 |
Advances in neural information processing systems H Lyu, N Sha, S Qin, M Yan, Y Xie, R Wang Advances in neural information processing systems 32, 2019 | 2587* | 2019 |
Consistency of spectral clustering U Von Luxburg, M Belkin, O Bousquet The Annals of Statistics, 555-586, 2008 | 705 | 2008 |
From Graphs to Manifolds-Weak and Strong Pointwise Consistency of Graph Laplacians. M Hein, JY Audibert, U Von Luxburg COLT 3559, 470-485, 2005 | 375 | 2005 |
Clustering stability: an overview U Von Luxburg Foundations and Trends® in Machine Learning 2 (3), 235-274, 2010 | 354 | 2010 |
Curran Associates I Guyon, UV Luxburg, S Bengio, H Wallach, R Fergus, S Vishwanathan, ... Inc.: Red Hook, NY, USA 30, 2017 | 345 | 2017 |
Advances in neural information processing systems SM Lundberg, SI Lee, I Guyon, UV Luxburg Guyon, UV Luxburg, S. Bengio, H. Wallach, R. Fergus, S. Vishwanathan, R …, 2017 | 327 | 2017 |
Graph laplacians and their convergence on random neighborhood graphs. M Hein, JY Audibert, U Luxburg Journal of Machine Learning Research 8 (6), 2007 | 303 | 2007 |
A sober look at clustering stability S Ben-David, U Von Luxburg, D Pál Learning Theory: 19th Annual Conference on Learning Theory, COLT 2006 …, 2006 | 291 | 2006 |
Clustering: Science or art? U Von Luxburg, RC Williamson, I Guyon Proceedings of ICML workshop on unsupervised and transfer learning, 65-79, 2012 | 262 | 2012 |
Statistical learning theory: Models, concepts, and results U Von Luxburg, B Schölkopf Handbook of the History of Logic 10, 651-706, 2011 | 249 | 2011 |
Influence of graph construction on graph-based clustering measures M Maier, U Luxburg, M Hein Advances in neural information processing systems 21, 2008 | 210 | 2008 |
Distance-Based Classification with Lipschitz Functions. U von Luxburg, O Bousquet J. Mach. Learn. Res. 5 (Jun), 669-695, 2004 | 210 | 2004 |
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 | 154 | 2011 |
Clustering: Science or art I Guyon, U Von Luxburg, RC Williamson NIPS 2009 workshop on clustering theory, 1-11, 2009 | 154 | 2009 |
Limits of spectral clustering U Luxburg, O Bousquet, M Belkin Advances in neural information processing systems 17, 2004 | 151 | 2004 |
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 | 140 | 2014 |
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 | 139 | 2009 |
Curran Associates DD Lee, M Sugiyama, UV Luxburg, I Guyon, R Garnett Inc.: Red Hook, NY, USA 29, 4134-4142, 2016 | 129 | 2016 |
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 | 121 | 2010 |