activity
20082020
most citedEfficient First Order Methods for Linear Composite Regularizers

36 citations · 42 across the 8 of their papers we have counts for

collaborators

8 papers

math.NA2020

Approximation by linear combinations of translates of a single function

Dinh Dũng, Vu Nhat Huy

We study approximation by arbitrary linear combinations of translates of a single function of periodic functions. We construct some linear methods of this approximation for uni…

math.NA2017

Approximation by translates of a single function of functions in space induced by the convolution with a given function

Dinh Dũng, Charles A. Micchelli, Vu Nhat Huy

We study approximation by arbitrary linear combinations of translates of a single function of periodic functions. We construct some methods of this approximation for functions…

math.OC2016

Learning with Optimal Interpolation Norms

Patrick L. Combettes, Andrew M. McDonald, Charles A. Micchelli +1

We analyze a class of norms defined via an optimal interpolation problem involving the composition of norms and a linear operator. This construction, known as infimal postcompositi…

cs.LG2013

On Sparsity Inducing Regularization Methods for Machine Learning

Andreas Argyriou, Luca Baldassarre, Charles A. Micchelli +1

During the past years there has been an explosion of interest in learning methods based on sparsity regularization. In this paper, we discuss a general class of such methods, in wh…

math.FA2012

Multivariate approximation by translates of the Korobov function on Smolyak grids

Dinh Dung, Charles Micchelli

For a set $\mathbb{W} \subset L_p(\bT^d)$, , of multivariate periodic functions on the torus $\bT^d$ and a given function $φ\in L_p(\bT^d)$, we study the approximat…

cs.LG2011★ 36 cited

Efficient First Order Methods for Linear Composite Regularizers

Andreas Argyriou, Charles A. Micchelli, Massimiliano Pontil +2

A wide class of regularization problems in machine learning and statistics employ a regularization term which is obtained by composing a simple convex function ωwith a linear trans…