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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
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 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 kmin and kmax
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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