AVL Tree: Finding the key with the smallest data values in keys between two values in O(logn) time

问题

So I'm given an AVL tree. And im trying to figure out at least the pseudocode to find the key with the minimum data values among all of the keys between two values k1 and k2. This is assuming that the field data stored in each node is an integer. I want to make sure that my pseudocode runs in O(logn) time.

I know that I can do it by storing an extra field in the node structure..and showing how this field can be maintained during updates, but I don't know where to go from there.

回答1:

Let's assume that the node structure looks like this (Java).

class Node {
    Node left;
    Node right;
    int key;
    int value;
    int tree_max;
}

The recurrence for tree_max is

node.tree_max == max(node.value, node.left.tree_max, node.right.tree_max),

where by abuse of notation we omit node.left.tree_max when node.left is null and omit node.right.tree_max when node.right is null. Every time we write to a node, we may have to update all of its ancestors. I'm not going to write the pseudocode, because without a compiler I'll most likely get it wrong.

To find the max between keys k1 and k2 inclusive, we first locate the least common ancestor of those nodes.

Node lca = root;
while (lca != null) {
    if (lca.key < k1) { lca = lca.left; }
    else if (k2 < lca.key) { lca = lca.right; }
    else { break; }
}

Now, if lca is null, then the range is empty, and we should return minus infinity or throw an exception. Otherwise, we need to find the max over three ranges: k1 inclusive to lca exclusive, lca itself, and lca exclusive to k2 inclusive. I'll give the code for k1 inclusive to lca exclusive; the other two ranges are trivial and symmetric respectively. We move finger down the tree as though we're searching for k1, accumulating the maximum into left_max.

int left_max = /* minus infinity */;
Node finger = lca.left;
while (finger != null) {
    if (k1 <= finger.key) {
        left_max = max(left_max, finger.value);
        if (finger.right != null) { left_max = max(left_max, finger.right.tree_max); }
        finger = finger.left;
    } else { finger = finger.right; }
}

来源：https://stackoverflow.com/questions/26246730/avl-tree-finding-the-key-with-the-smallest-data-values-in-keys-between-two-valu

标签

algorithm

pseudocode

avl-tree