Question
Given a non-empty binary tree, return the average value of the nodes on each level in the form of an array.
Example 1:
Input:
3
/ \
9 20
/ \
15 7
Output: [3, 14.5, 11] Explanation: The average value of nodes on level 0 is 3, on level 1 is 14.5, and on level 2 is 11. Hence return [3, 14.5, 11].
Note:
- The range of node's value is in the range of 32-bit signed integer.
Difficulty:Medium
Category:Tree
Analyze
Solution
Solution 1: DFS
利用的递归的先序遍历,但是其根据判断当前层数 level 跟结果 res 中已经初始化的层数之间的关系对比,能把当前结点值累计到正确的位置,而且该层的结点数也自增1,这样我们分别求了两个数组,一个数组保存了每行的所有结点值,另一个保存了每行结点的个数,这样对应位相除就是我们要求的结果了.
Time Complexity: O(n) Space Complexity: O(n)
Runtime: 24 ms, faster than 99.64% of C++ online submissions for Average of Levels in Binary Tree. Memory Usage: 22.3 MB, less than 28.32% of C++ online submissions for Average of Levels in Binary Tree.
class Solution {
public:
vector<double> averageOfLevels(TreeNode* root) {
if (root == nullptr) return {};
vector<pair<long long, int>> sum_count; // [sumForlevel, cnt]
vector<double> ans;
preorder(root, 0, sum_count);
for (const auto& p : sum_count) ans.push_back(static_cast<double>(p.first) / p.second);
return ans;
}
private:
void preorder(TreeNode* root, int depth, vector<pair<long long, int>>& sum_count) {
if (root == nullptr) return;
if (depth >= sum_count.size()) sum_count.push_back({0, 0});
sum_count[depth].first += root->val;
++sum_count[depth].second;
preorder(root->left, depth + 1, sum_count);
preorder(root->right, depth + 1, sum_count);
}
};
Solution 2: Iteration
Time Complexity: O(n) Space Complexity: O(h)
class Solution {
public:
vector<double> averageOfLevels(TreeNode* root) {
if (root == nullptr) return {};
vector<double> ans;
vector<TreeNode*> curr, next;
curr.push_back(root);
// process every level one by one
while (!curr.empty()) {
long long sum = 0;
for (const auto& node : curr) {
sum += node->val;
if (node->left) next.push_back(node->left);
if (node->right) next.push_back(node->right);
}
ans.push_back(static_cast<double>(sum) / curr.size());
curr.swap(next);
next.clear();
}
return ans;
}
};
也可以使用 queue
来实现:
class Solution {
public:
vector<double> averageOfLevels(TreeNode* root) {
if (!root) return {};
vector<double> res;
queue<TreeNode*> q{{root}};
while (!q.empty()) {
int n = q.size();
double sum = 0;
for (int i = 0; i < n; ++i) {
TreeNode* t = q.front();
q.pop();
sum += t->val;
if (t->left) q.push(t->left);
if (t->right) q.push(t->right);
}
res.push_back(sum / n);
}
return res;
}
};