HEC Montréal, Canada, May 6 - 8, 2013
2013 Optimization Days
HEC Montréal, Canada, 6 — 8 May 2013
WA4 Théorie et applications de l'optimisation conique / Theory and Applications of Conic Optimization
May 8, 2013 10:30 AM – 12:10 PM
Location: Van Houtte
Chaired by Miguel F. Anjos
3 Presentations
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10:30 AM - 10:55 AM
On the Sensitivity of Semidefinite Programs
Given a feasible conic program with finite optimal value that does not satisfy strong duality, a small perturbation of the problem data may lead to a relatively big change in the optimal value. We quantify the notion of big change in the case of semidefinite programs, by showing that a sufficiently small $\epsilon>0$ perturbation of the problem data can change the optimal value by at least a constant multiple of $\epsilon^{1/2}$.
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10:55 AM - 11:20 AM
Polytope Cuts for the Basic Semidefinite Relaxation of the Max-Cut Problem
We introduce a cutting plane method for the basic semidefinite relaxation of the max-cut problem, specifically by defining a new class of linear cuts that are based on the cut polytope and describing methods for identifying violated cuts. We present theoretical and computational results.
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11:20 AM - 11:45 AM
Generalized Trust Region Subproblem
We consider a generalized version of Trust Region Subproblem, where the constraint is replaced by a general quadratic constraint with both upper and lower bounds. We characterize optimality under a mild constraint qualification and extend the Rendl-Wolkowicz algorithm to this setting.