103 citations · 268 across the 27 of their papers we have counts for
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stat.ML2013
An Algorithmic Theory of Dependent Regularizers, Part 1: Submodular Structure
Hoyt Koepke, Marina Meila
We present an exploration of the rich theoretical connections between several classes of regularized models, network flows, and recent results in submodular function theory. This w…
stat.ML2013★ 23 cited
Non-linear dimensionality reduction: Riemannian metric estimation and the problem of geometric discovery
Dominique Perraul-Joncas, Marina Meila
In recent years, manifold learning has become increasingly popular as a tool for performing non-linear dimensionality reduction. This has led to the development of numerous algorit…
cs.LG2013★ 103 cited
An Experimental Comparison of Several Clustering and Initialization Methods
Marina Meila, David Heckerman
We examine methods for clustering in high dimensions. In the first part of the paper, we perform an experimental comparison between three batch clustering algorithms: the Expectati…