The preceding perfect matching gives a permutation matrix supported on the positive entries of . LetIf , every row's selected entry is one and all other entries vanish, so . Otherwiseis a doubly stochastic matrix with strictly fewer positive entries. Induct on the number of positive entries: the base case has exactly positive entries and is a permutation matrix. By induction, write as a convex combination. Thenis another convex combination, with nonnegative coefficients summing to one. ThusThis constructive proof of the Birkhoff-von Neumann theorem is Birkhoff decomposition by support matchings.
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