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Foundations of Data Science

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√<br />

ln n<br />

Setting p = c , n<br />

E (x) ∼ = n2<br />

2<br />

( √<br />

1 − c<br />

∼ =<br />

n 2<br />

2 e−c2 ln n<br />

∼ =<br />

1<br />

2 n2−c2 .<br />

ln n<br />

n<br />

) (1 )<br />

− c<br />

2 ln n n<br />

n<br />

√<br />

ln n<br />

For c > √ 2, lim E (x) = 0. Thus, by the first moment method, for p = c with<br />

n→∞ n<br />

c > √ 2, G (n, p) almost surely has no bad pair and hence has diameter at most two.<br />

Next, consider the case c < √ 2 where lim E (x) = ∞. We appeal to a second moment<br />

n→∞<br />

argument to claim that almost surely a graph has a bad pair and thus has diameter greater<br />

than two.<br />

E(x 2 ) = E<br />

( ∑<br />

i

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