Solution

ID: past-exam-of-the-probability-statistics-and-options-i-course-of-the-university-of-oxford/2011/t/1/a/solution

For the primal equality-form linear program, the dual linear program is
If is primal feasible and dual feasible, then
This proves weak duality. Their objective gap is , a sum of nonnegative terms. The complementary slackness theorem states that a feasible pair is optimal for the two programmes exactly when
These conditions make the gap zero, which by weak duality certifies optimality; necessity follows from strong duality.

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