704 citations · 4.8k across the 117 of their papers we have counts for
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cs.LG2013★ 32 cited
An Equivalence between the Lasso and Support Vector Machines
Martin Jaggi
We investigate the relation of two fundamental tools in machine learning and signal processing, that is the support vector machine (SVM) for classification, and the Lasso technique…
math.OC2013★ 1 cited
An Optimal Affine Invariant Smooth Minimization Algorithm
Alexandre d'Aspremont, Cristóbal Guzmán, Martin Jaggi
We formulate an affine invariant implementation of the accelerated first-order algorithm in Nesterov (1983). Its complexity bound is proportional to an affine invariant regularity…