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Reachability queries on uncertain graphs

We have an uncertain graph $G$ where each edge $(u,v)$ exists with a probability $p_{(u,v)} \in (0, 1]$. We want to assign a score in $[0, 1]$ to each pair of vertices $u$ and $v$ which represents the ...