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cs.LG2012★ 18 cited
Agglomerative Bregman Clustering
Matus Telgarsky, Sanjoy Dasgupta
This manuscript develops the theory of agglomerative clustering with Bregman divergences. Geometric smoothing techniques are developed to deal with degenerate clusters. To allow fo…
cs.LG2012
Statistical Consistency of Finite-dimensional Unregularized Linear Classification
Matus Telgarsky
This manuscript studies statistical properties of linear classifiers obtained through minimization of an unregularized convex risk over a finite sample. Although the results are ex…