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most citedGuaranteed Minimum-Rank Solutions of Linear Matrix Equations via Nuclear Norm Minimization

3.6k citations · 12.4k across the 101 of their papers we have counts for

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10 papers · 1 filter

math.OC2014★ 117 cited

Semidefinite Programming Approach to Gaussian Sequential Rate-Distortion Trade-offs

Takashi Tanaka, Kwang-Ki K. Kim, Pablo A. Parrilo +1

Sequential rate-distortion (SRD) theory provides a framework for studying the fundamental trade-off between data-rate and data-quality in real-time communication systems. In this p…

cs.SC2014★ 29 cited

Exploiting chordal structure in polynomial ideals: a Gröbner bases approach

Diego Cifuentes, Pablo Parrilo

Chordal structure and bounded treewidth allow for efficient computation in numerical linear algebra, graphical models, constraint satisfaction and many other areas. In this paper,…

math.OC2014★ 38 cited

A globally convergent incremental Newton method

Mert Gürbüzbalaban, Asuman Ozdaglar, Pablo Parrilo

Motivated by machine learning problems over large data sets and distributed optimization over networks, we develop and analyze a new method called incremental Newton method for min…

math.OC2014★ 5 cited

A convex solution to Psiaki's first joint attitude and spin-rate estimation problem

James Saunderson, Pablo A. Parrilo, Alan S. Willsky

We consider the problem of jointly estimating the attitude and spin-rate of a spinning spacecraft. Psiaki (J. Astronautical Sci., 57(1-2):73--92, 2009) has formulated a family of o…

math.OC2014★ 2 cited

Equivariant semidefinite lifts of regular polygons

Hamza Fawzi, James Saunderson, Pablo A. Parrilo

Given a polytope P in , we say that P has a positive semidefinite lift (psd lift) of size d if one can express P as the linear projection of an affine slice of the po…

math.OC2014★ 34 cited

Partial facial reduction: simplified, equivalent SDPs via approximations of the PSD cone

Frank Permenter, Pablo Parrilo

We develop a practical semidefinite programming (SDP) facial reduction procedure that utilizes computationally efficient approximations of the positive semidefinite cone. The propo…