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CORR
2010
Springer
154views Education» more  CORR 2010»
14 years 8 months ago
Shaping Level Sets with Submodular Functions
We consider a class of sparsity-inducing regularization terms based on submodular functions. While earlier work has focused on non-decreasing functions, we explore symmetric submo...
Francis Bach
NIPS
2004
15 years 10 days ago
Neighbourhood Components Analysis
In this paper we propose a novel method for learning a Mahalanobis distance measure to be used in the KNN classification algorithm. The algorithm directly maximizes a stochastic v...
Jacob Goldberger, Sam T. Roweis, Geoffrey E. Hinto...