Browsing Department of Materials Science and Metallurgy by Author "Fawzi, Hamza"

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  • A lower bound on the positive semidefinite rank of convex bodies 

    Fawzi, Hamza; Din, Mohab Safey El
    The positive semidefinite rank of a convex body $C$ is the size of its smallest positive semidefinite formulation. We show that the positive semidefinite rank of any convex body $C$ is at least $\sqrt{\log d}$ where $d$ is ...

  • Equivariant semidefinite lifts of regular polygons 

    Fawzi, Hamza; Saunderson, J; Parrilo, PA (Institute for Operations Research and the Management SciencesMathematics of Operations Research, 2017-05-01)
    Given a polytope P in $\mathbb{R}^n$, 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 positive semidefinite cone $\mathbf{S}^d_+$. ...

  • Lieb's concavity theorem, matrix geometric means, and semidefinite optimization 

    Fawzi, Hamza; Saunderson, J (Linear Algebra and Its Applications, 2017-01-15)
    A famous result of Lieb establishes that the map (A,B)↦tr[K^* A^{1−t}KB^{t}] is jointly concave in the pair (A,B) of positive definite matrices, where K is a fixed matrix and t∈[0,1]. In this paper we show that Lieb's ...