Theorem 12.1: Consider the following convex programming problem
where r and hi, i = 1, …, m are convex and there exists a ψ′ such that hi(ψ′) > 0 for all i = 1, 2, …, m. Define the Lagrangian
where θ = (θ1, ., θm)T. If ψ* solves the convex programming problem, then there exists Lagrange multipliers such that the following three conditions hold:
(12.22) |
(12.23) |
(12.24) |
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This theorem tells us that ψ* can be found by solving the unconstrained optimization problem minψL(ψ, θ*), and that θ* can be found by solving the Lagrangian dual problem maxθ≥0L(ψ*, θ). Although it ...
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