Re: What is the probability that a random graph contains an independent set of size at least j ?
- From: Barb Knox <see@xxxxxxxxx>
- Date: Thu, 20 Sep 2007 09:52:31 +1200
In article <see-A0418E.09461020092007@xxxxxxxxxxxxxxx>,
Barb Knox <see@xxxxxxxxx> wrote:
In article <1190217336.136399.45930@xxxxxxxxxxxxxxxxxxxxxxxxxxxx>,
Francois Delbot <francois.delbot@xxxxxxxxx> wrote:
Dear all,
i am looking for the probability that a graph has at least one
independent set of size j.
The graph is a random graph: we have V vertexes and an edge (i,k)
exist with probability x.
if i have a set of j vertexes, i can said that this set is an
independent set with probability (1-x)^(j*(j-1)/2).
The error there is that it assumes the independence of each edge is a
probabilistically independent event. It isn't. For a blatant example,
when j = V + 1 (i.e. more than the maximum possible number of vertices)
then that formula still gives a probability > 0.
The probability that there are exactly k unused edges in the graph, for
k <= V*(V-1)/2, is
binomial(V*(V-1)/2, k) * (1-x)^k * x^(V*(V-1)/2 - k).
Call this P_unused(k).
For a given k, you have j*(j-1)/2 unordered edges, out of k possible
independent (i.e. unused) ones. So there are binomial(k, j*(j-1)/2)
different ways to assign them. There are a total of 2^(V*(V-1)/2)
possible unordered graphs with V vertices. So the independent ones
occur in that population with the probability
binomial(k, j*(j-1)/2) / 2^(V*(V-1)/2).
Call this P_ind(k).
Then the total probability over all k is the sum for k <= V*(V-1)/2 of
P_unused(k) * P_ind(k).
Oh bother, this analysis is incorrect. Spot the error.
so, i enumerate the number of sets of size j in my graph, and i
multiply by the probability that a set is an independent set:
binomial(V, j)*(1-x)^((1/2)*j*(j-1))
but, for exemple, when V=10, and x=0.2, i obtained 36.0.
Clearly, it cannot be a probability. I dont understand how i can
calculate the probability that a graph G(V,x) contains an independent
set.
Can you help me please?
thank you very much
Francois Delbot
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