Question: An oracle typically is treated as a black box subroutine. Measuring algorithms in how many oracle calls are used in the worst case is often
An oracle typically is treated as a black box subroutine. Measuring algorithms in how
many oracle calls are used in the worst case is often a powerful theoretical framework for
optimization problems. For the purposes of this exercise, a feasibility oracle A b takes
as input A in R
mtimes n
b in R
m for some integers m and n and outputs
i If Ax b is infeasible, outputs the pair A b is infeasible;
ii Otherwise, outputs a point x such that Ax b
Consider the following linear program
maximize: c
T x
subject to: Bx d
Furthermore, suppose the linear program is bounded and feasible, and let P be the set of
feasible points and let OP T be the optimal value. Suppose you know OP T M For
all epsi show with at most log
Mepsi calls to one can find a feasible solution
z in P such that c
T z OP Tepsi
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