I have a homework about random graphs. I can't understand the question. Can anyone please clarify to me what I am supposed to do?
Let N
be a positive integer and p
be a number between 0 and 1. An (N, p)
random graph is a graph generated by the following procedure:
Draw N
vertices, denoted by 1, 2, . . . , N
1, 2, . . . , N
1, 2, . . . , N
respectively; for every pair (u, v)
of different vertices, with probability p
, connect the two vertices with an edge. A graph is said to be connected if there is a path between any two vertices.
In this lab, you will write code to generate large random graphs and investigate the connectedness of such graphs.
We will fix N
to be 500,000
but let p vary in {0.05, 0.10, 0.15, ..., 0.95}
. For each value of p, you need to create 100 (N, p)
random graphs. You need to develop a method (and of course implement it in your program) to determine if a graph is connected. Then for each value of p, you need to count the number M
of random graphs that are connected, and investigate the relationship between M
(which reflects the probability that a random graph is connected) and p
.
A random graph is a graph that is randomly created:
for i := 1 to N
for j := i+1 to N
if bernoulli_distributed_with_param_p is true
add undirected edge {i,j} to graph
The parameter p
is simply the probability that two given vertices are connected. bernoulli_distributed_with_param_p
is actually pretty simple to implement in C:
// Returns 0 with probability (1-p)
int bernoulli_distributed(double p){
return (p > ((double)rand())/RAND_MAX);
}
Don't forget that you need to initialize the random generator with srand
.
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