Find the correlation between D_{i} and D_{j}

Livia Cardenas

Livia Cardenas

Answered question

2022-07-23

Consider a graph having n = 8
vertices labeled 1 , 2 , . . . , 8 . Suppose that each edge is independently present with probability p. The degree of vertex i, designated as D i , is the number of edges that have vertex i as one of its vertices. Find C o r r ( D i , D j ) , the correlation between D i and D j .

Answer & Explanation

emerhelienapj

emerhelienapj

Beginner2022-07-24Added 14 answers

Step 1
ρ ( D i , D j ) = C o v ( D i , D j ) V a r ( D i ) V a r ( D j ) = V a r ( I i j ) V a r ( D i ) V a r ( D j ) = p ( 1 p ) 7 p ( 1 p ) 7 p ( 1 p ) = 1 7
The second equality comes from the fact that the covariance between edges is 0 unless the edge is the same. The third: I i j is bernoulli with parameter p, and D i and D j are binomial with parameters 7 and p.
makaunawal5

makaunawal5

Beginner2022-07-25Added 5 answers

Step 1
Here's a sketch; if I have time, I'll complete this later.
I denote I = I i j .
Let E i j be the edge from vertex i to j. We know that P ( E i j  is present ) = P ( I i j = 1 ) = p. In fact, we know that there are 7 + 6 + + 1 = 28 possible edges, so that

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