activity
20032023
most citedThe LASSO with Non-linear Measurements is Equivalent to One With Linear Measurements

90 citations · 470 across the 39 of their papers we have counts for

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Showing 2018Show all

6 papers · 1 filter

cs.LG2018

Stochastic Gradient/Mirror Descent: Minimax Optimality and Implicit Regularization

Navid Azizan, Babak Hassibi

Stochastic descent methods (of the gradient and mirror varieties) have become increasingly popular in optimization. In fact, it is now widely recognized that the success of deep le…

cs.IT2018

Noncoherent Short-Packet Communication via Modulation on Conjugated Zeros

Philipp Walk, Peter Jung, Babak Hassibi

We introduce a novel blind (noncoherent) communication scheme, called modulation on conjugate-reciprocal zeros (MOCZ), to reliably transmit short binary packets over unknown finite…

cs.IT2018

Optimum Linear Codes with Support Constraints over Small Fields

Hikmet Yildiz, Babak Hassibi

We consider the problem of designing optimal linear codes (in terms of having the largest minimum distance) subject to a support constraint on the generator matrix. We show that th…

math.OC2018

Manifold Optimization Over the Set of Doubly Stochastic Matrices: A Second-Order Geometry

Ahmed Douik, Babak Hassibi

Convex optimization is a well-established research area with applications in almost all fields. Over the decades, multiple approaches have been proposed to solve convex programs. T…

cs.IT2018

Further Progress on the GM-MDS Conjecture for Reed-Solomon Codes

Hikmet Yildiz, Babak Hassibi

Designing good error correcting codes whose generator matrix has a support constraint, i.e., one for which only certain entries of the generator matrix are allowed to be non-zero,…

cs.IT2018

A Precise Analysis of PhaseMax in Phase Retrieval

Fariborz Salehi, Ehsan Abbasi, Babak Hassibi

Recovering an unknown complex signal from the magnitude of linear combinations of the signal is referred to as phase retrieval. We present an exact performance analysis of a recent…