DFS is called "depth first" because it descends into the graph as quickly as possible.
Breadth-search first, in contrast, explores nodes by following a "wave front". It explores in order of their distance from the start vertex.
BFS(graph G, vertex v)
FIFO_Queue Q;
Array<int> distance(-1);
distance[v] = 0;
insert vertex v into the queue Q.
while (Q is not empty)
take the next vertex W off the front of the queue Q
for each neighbor X of W do
if (distance[X] == -1) then
distance[X] = distance[W] + 1
add vertex X to the tail of the queue Q
end
(example here)
Prove that BFS runs in time O(N+M) on any graph with N vertices and M edges.