14 citations · 17 across the 2 of their papers we have counts for
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cs.LG2016
Generalization Properties and Implicit Regularization for Multiple Passes SGM
Junhong Lin, Raffaello Camoriano, Lorenzo Rosasco
We study the generalization properties of stochastic gradient methods for learning with convex loss functions and linearly parameterized functions. We show that, in the absence of…
cs.IT2016
Restricted -Isometry Properties Adapted to Frames for Nonconvex -Analysis
Junhong Lin, Song Li
This paper discusses reconstruction of signals from few measurements in the situation that signals are sparse or approximately sparse in terms of a general frame via the -anal…