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4 . 2 . Friendship Paradox The degree distribution pk expresses the probability that a randomly selected node has k neighbors. However, if we randomly

4.2. Friendship Paradox
The degree distribution pk
expresses the probability that a randomly
selected node has k neighbors. However, if we randomly select a link, the
probability that a node at one of its ends has degree k is qk
= Akpk
, where A
is a normalization factor.
(a) Find the normalization factor A, assuming that the network has
a power law degree distribution with 2<<3, with minimum
degree kmin and maximum degree kmax.
(b) In the configuration model qk
is also the probability that a ran-
domly chosen node has a neighbor with degree k. What is the av-
erage degree of the neighbors of a randomly chosen node?
(c) Calculate the average degree of the neighbors of a randomly cho-
sen node in a network with N =104,=2.3, kmin=1 and kmax=1,000.
Compare the result with the average degree of the network, k.
(d) How can you explain the "paradox" of (c), that is a node's friends
have more friends than the node itself?

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