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Consider the primal problem $$\begin{array}{ll} \text{minimize} & c^\top x\\ \text{subject to} & Ax = b\\ & x \geq 0\end{array}$$ where $ A \in \mathbb {R}^{ m × n}$ has rank $m$. Suppose that, in a certain iteration of the dual-simplex method, relative to a dual-feasible base $A_B \in \mathbb {R}^{m × n}$, for some $ r \in\{1,. . . , m\}$ happens $b_{r} <0 $ and $ a_{rs} \geq 0$ for every $ j = 1,..,n.$ Determine a direction of recession of the dual that is from growth to dual function.

Bazaraa has a hint; he said to consider $w=c_B\cdot A^{-1}_B + B^r$, where $B^r$ is the $r$th row of $A^{-1}_B$. But I can't see how this can be true. Anyway, I would like to prove that $w$ is in fact a recession ray; in other words, $Aw \leq 0$, $w\geq 0$ and $w \neq 0$.

Thanks.

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