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A4/CSC_373_EC3.ipynb
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A4/CSC_373_EC3.ipynb
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@ -70,6 +70,34 @@ Here is the {\it Set-Cover} problem. You are given a set $E = \{ e_1, ..., e_n \
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\qpart{c}{5} Let ${\sf OPT}$ be value of the optimal solution of the set-cover. Prove that the rounding algorithm in (b) gives an $f$-approximation.
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\solution
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\solpart{b} We wish to show that the collection of subsets $S_j$ where $j \in I$ chosen by the rounding algorithm is a set cover. In order to do this, we must show that each element $e_i \in E$ is included by at least one subset in $S_j$. \\
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Let $f_i$ be the number of subsets in which $e_i$ appears.
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To begin, note that for all $x^*_i$, at least one $x^*_i$ must be greater than $\frac{1}{f_i}$ due to constraints on the linear program (\textbf{claim 1}):
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\begin{align}
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\forall i \in n, \sum_{j:e_i \in S_j} x_j &\geq 1 &(\text{LP constraints}) \\
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\forall i \in n, \sum_{j:e_i \in S_j} x^*_j &\geq 1 &(\text{Optimal solution substitution})
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\end{align}
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Then (\textbf{claim 2}),
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\begin{align}
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f_i &\leq f \\
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\frac{1}{f_i} &\geq \frac{1}{f}
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\end{align}
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since, for each element, there is at least one $x^*_i \geq \frac{1}{f_i}$ (claim 1), and $\frac{1}{f_i} \geq \frac{1}{f}$ (claim 2), then, (\textbf{claim 3}) $x^*_i \geq \frac{1}{f}$ ($x^*_i \geq \frac{1}{f_i} \geq \frac{1}{f}$).
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Claim 3 thus allows us to state that for every element, there exists at least one $x^*_i \geq \frac{1}{f}$. Since the rounding algorithm selects all subsets $S_i$ such that $x^*_i \geq \frac{1}{f}$ (as described), then, we can state that each element will appear at least once in at least one subset selected.
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Since our selection selection criteria is such that \(x^*_j \geq \frac{1}{f}\), Then, according to our first constraint in the relaxed LP, for any element $e_i$, they must exist we have that at least one subset $S_j$ exists such that $x_j* \geq \frac{1}{f}$ We know that it must be at least $1$. This means that the sum of all $x_j*$ must evaluate to 1 as well, meaning that the collection of subsets, which indeed span all elements in $E$ form a set cover.
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\qed
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\newpage
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\question{15}{Traveling Salesman}
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