TY - GEN
T1 - Agglomerative Bregman clustering
AU - Telgarsky, Matus
AU - Dasgupta, Sanjoy
PY - 2012
Y1 - 2012
N2 - This manuscript develops the theory of agglomerative clustering with Bregman divergences. Geometric smoothing techniques are developed to deal with degenerate clusters. To allow for cluster models based on exponential families with overcomplete representations, Bregman divergences are developed for nondifferentiable convex functions.
AB - This manuscript develops the theory of agglomerative clustering with Bregman divergences. Geometric smoothing techniques are developed to deal with degenerate clusters. To allow for cluster models based on exponential families with overcomplete representations, Bregman divergences are developed for nondifferentiable convex functions.
UR - http://www.scopus.com/inward/record.url?scp=84867130064&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84867130064&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:84867130064
SN - 9781450312851
T3 - Proceedings of the 29th International Conference on Machine Learning, ICML 2012
SP - 1527
EP - 1534
BT - Proceedings of the 29th International Conference on Machine Learning, ICML 2012
T2 - 29th International Conference on Machine Learning, ICML 2012
Y2 - 26 June 2012 through 1 July 2012
ER -