Apply positive affine payoff transformations, if necessary, so both payoff matrices have strictly positive entries. Such transformations preserve best responses and Nash equilibria. The Lemke-Howson algorithm uses unnormalized nonnegative strategy vectors and slack variables satisfyingThus its two polytopes are and . A label occurs when or ; a label occurs when or . The complementary pivoting path drops one label from the artificial zero pair and resolves each duplicated label until all labels return.
Terminate at a completely labelled pair other than the artificial zero pair. This is equivalent to complementary slacknessA nonzero completely labelled pair has both vectors nonzero: if , then forces , and the converse is analogous. Normalize to mixed strategiesThe inequalities imply that every row payoff against is at most , with equality on every row receiving positive probability in . Thus is a best response to . Likewise is a best response to using . Hence is a Nash equilibrium. Nondegeneracy of a bimatrix game ensures the usual complementary pivoting path has a unique continuation after the label choice.
In the first tableau the basis is , givingThe second basis is , giving and . This pair is not yet a Nash equilibrium: label is missing and label is duplicated.
Resolve the duplicate by bringing into the second tableau. Its column is , so the simplex ratio test givesVariable leaves, givingNow label is duplicated. Bring into the first tableau; its column is . The positive-entry ratios are and . Thus leaves, givingAll labels are now present and . Each unnormalized strategy has total mass , so the Lemke-Howson algorithm produces
Row operations multiply each original tableau equation by an invertible matrix. The slack variable block therefore records that matrix and allows the original payoff matrix to be recovered without guessing.
From the first tableau, let be the coefficient block of and that of . Since its original equations were , we have . HeresoFor the second tableau, writing its and blocks as , the original equations give . We obtainThus a representative pair of payoff matrices isBoth reconstructed right-hand sides are , as a check on the tableau normalization. Independent transformations , , with , preserve best responses and hence identify the same strategic solution up to positive affine payoff transformations.
Directly,The supports of and lie entirely among their respective best-response coordinates, confirming the Nash equilibrium found above. Since this representative is a symmetric bimatrix game, swapping the players' strategies preserves the Nash equilibrium conditions. Explicitly, is maximized on the support of , and is maximized on the support of . Therefore
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