355 citations · 1.6k across the 54 of their papers we have counts for
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stat.ML2012★ 32 cited
Multiclass Learning with Simplex Coding
Youssef Mroueh, Tomaso Poggio, Lorenzo Rosasco +1
In this paper we discuss a novel framework for multiclass learning, defined by a suitable coding/decoding strategy, namely the simplex coding, that allows to generalize to multiple…
cs.LG2012★ 17 cited
Learning Manifolds with K-Means and K-Flats
Guillermo D. Canas, Tomaso Poggio, Lorenzo Rosasco
We study the problem of estimating a manifold from random samples. In particular, we consider piecewise constant and piecewise linear estimators induced by k-means and k-flats, and…