Cluster Analysis

I. Steinwart, Fully adaptive density-based clustering, Ann. Statist., vol. 43, pp. 2132-2167, 2015. [ preprint.pdf ]

P. Thomann, I. Steinwart, and N. Schmid, Towards an axiomatic approach to hierarchical clustering of measures, J. Mach. Learn. Res., vol. 16, pp. 1949-2002, 2015. [ final ]

B. Sriperumbudur and I. Steinwart, Consistency and rates for clustering with DBSCAN, in JMLR Workshop and Conference Proceedings Volume 22: Proceedings of the 15th International Conference on Artificial Intelligence and Statistics 2012 (N. Lawrence and M. Girolami, eds.), pp. 1090-1098, 2012. [ final | preprint.pdf ]

I. Steinwart, Adaptive density level set clustering, in JMLR Workshop and Conference Proceedings Volume 19: Proceedings of the 24th Conference on Learning Theory 2011 (S. Kakade and U. von Luxburg, eds.), pp. 703-738, 2011. [ final | preprint.pdf ]