Beyond the Birkhoff Polytope: Convex Relaxations for Vector Permutation Problems

Cong Han Lim, Stephen Wright

Neural Information Processing Systems 

We modify the recent convex formulation of the 2-SUM problem introduced by Fogel et al. [2] to use this polytope, and demonstrate how we can attain results of similar quality in significantly less computational time for large n . To our knowledge, this is the first usage of Goemans' compact formulation of the permutahedron in a convex optimization problem. We also introduce a simpler regularization scheme for this convex formulation of the 2-SUM problem that yields good empirical results.

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