Here is a java code for breadth-first travel:
void breadthFirstNonRecursive(){
Queue<Node> queue = new java.util.LinkedList<Node>();
queue.offer(root);
while(!queue.isEmpty()){
Node node = queue.poll();
visit(node);
if (node.left != null)
queue.offer(node.left);
if (node.right != null)
queue.offer(node.right);
}
}
Is it possible to write a recursive function to do the same?
At first, I thought this would be easy, so I came out with this:
void breadthFirstRecursive(){
Queue<Node> q = new LinkedList<Node>();
breadthFirst(root, q);
}
void breadthFirst(Node node, Queue<Node> q){
if (node == null) return;
q.offer(node);
Node n = q.poll();
visit(n);
if (n.left != null)
breadthFirst(n.left, q);
if (n.right != null)
breadthFirst(n.right, q);
}
Then I found it doesn't work. It is actually does the same thing as this:
void preOrder(Node node) {
if (node == null) return;
visit(node);
preOrder(node.left);
preOrder(node.right);
}
Has any one thought about this before?
Breadth-First Search is a recursive algorithm to search all the vertices of a graph or a tree. BFS in python can be implemented by using data structures like a dictionary and lists. Breadth-First Search in tree and graph is almost the same.
in general recursion is not dfs.
Recursion is the technique of making a function call itself. This technique provides a way to break complicated problems down into simple problems which are easier to solve.
I can't imagine why you'd want to, when you have a perfectly good iterative solution, but here you go ;)
void breadth_first(Node root):
Queue q;
q.push(root);
breadth_first_recursive(q)
void breadth_first_recursive(Queue q):
if q.empty() return;
Node n = q.pop()
print "Node: ", n
if (n.left) q.push(n.left)
if (n.right) q.push(n.right)
breadth_first_recursive(q)
I should add that if you really want to traverse the nodes of the tree recursively, then you could do a DFS with a level
parameter, and output nodes only at level
, then recurse up. But that's just crazy talk, because you'd revisit nodes wayyyyy too many times... Just accept that BFS is an iterative algorithm. :)
The BFS algorithm is not a recursive algorithm (as opposed to DFS).
One could try writing a recursive function that emulates the algorithm but that would end up quite bizzare. What would be the point in doing this ?
You can use iterative deepening depth-first search, which effectively is a breadth-first algorithm that uses recursion. It's even better than BFS if you have a high branching factor, as it doesn't use much memory.
A Simple BFS and DFS recursion: Just push/offer the root node of tree in stack/queue and call these functions!
public void breadthFirstSearch(Queue queue) {
if (queue.isEmpty())
return;
Node node = (Node) queue.poll();
System.out.println(node + " ");
if (node.right != null)
queue.offer(node.right);
if (node.left != null)
queue.offer(node.left);
breadthFirstSearch(queue);
}
public void depthFirstSearch(Stack stack) {
if (stack.isEmpty())
return;
Node node = (Node) stack.pop();
System.out.println(node + " ");
if (node.right != null)
stack.push(node.right);
if (node.left != null)
stack.push(node.left);
depthFirstSearch(stack);
}
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