270. Closest Binary Search Tree Value

置顶

Created At : 2023-10-28 15:14

Count:931 Views 👀 :

Given a non-empty binary search tree and a target value, find the value in the BST that is closest to the target.

Note:

Given target value is a floating point.
You are guaranteed to have only one unique value in the BST that is closest to the target.

Example:

Input: root = [4,2,5,1,3], target = 3.714286

    4
   / \
  2   5
 / \
1   3

Output: 4

这道题让我们找一个二分搜索数的跟给定值最接近的一个节点值，由于是二分搜索树，所以博主最先想到用中序遍历来做，一个一个的比较，维护一个最小值，不停的更新，实际上这种方法并没有提高效率，用其他的遍历方法也可以，参见代码如下：

解法一：

class Solution {
public:
    int closestValue(TreeNode* root, double target) {
        double d = numeric_limits<double>::max();
        int res = 0;
        stack<TreeNode*> s;
        TreeNode *p = root;
        while (p || !s.empty()) {
            while (p) {
                s.push(p);
                p = p->left;
            }
            p = s.top(); s.pop();
            if (d >= abs(target - p->val)) {
                d = abs(target - p->val);
                res = p->val;
            }
            p = p->right;
        }
        return res;
    }
};

实际我们可以利用二分搜索树的特点 (左<根<右) 来快速定位，由于根节点是中间值，在往下遍历时，根据目标值和根节点的值大小关系来比较，如果目标值小于节点值，则应该找更小的值，于是到左子树去找，反之去右子树找，参见代码如下：

解法二：

class Solution {
public:
    int closestValue(TreeNode* root, double target) {
        int res = root->val;
        while (root) {
            if (abs(res - target) >= abs(root->val - target)) {
                res = root->val;
            }
            root = target < root->val ? root->left : root->right;
        }
        return res;
    }
};

以上两种方法都是迭代的方法，下面来看递归的写法，下面这种递归的写法和上面迭代的方法思路相同，都是根据二分搜索树的性质来优化查找，但是递归的写法用的是回溯法，先遍历到叶节点，然后一层一层的往回走，把最小值一层一层的运回来，参见代码如下：

解法三：

class Solution {
public:
    int closestValue(TreeNode* root, double target) {
        int a = root->val;
        TreeNode *t = target < a ? root->left : root->right;
        if (!t) return a;
        int b = closestValue(t, target);
        return abs(a - target) < abs(b - target) ? a : b;
    }
};

再来看另一种递归的写法，思路和上面的都相同，写法上略有不同，用if来分情况，参见代码如下：

解法三：

class Solution {
public:
    int closestValue(TreeNode* root, double target) {
        int res = root->val;
        if (target < root->val && root->left) {
            int l = closestValue(root->left, target);
            if (abs(res - target) >= abs(l - target)) res = l;
        } else if (target > root->val && root->right) {
            int r = closestValue(root->right, target);
            if (abs(res - target) >= abs(r - target)) res = r;
        }
        return res;
    }
};

最后来看一种分治法的写法，这种方法相当于解法一的递归写法，并没有利用到二分搜索树的性质来优化搜索，参见代码如下：

解法四：

class Solution {
public:
    int closestValue(TreeNode* root, double target) {
        double diff = numeric_limits<double>::max();
        int res = 0;
        helper(root, target, diff, res);
        return res;
    }
    void helper(TreeNode *root, double target, double &diff, int &res) {
        if (!root) return;
        if (diff >= abs(root->val - target)) {
            diff = abs(root->val - target);
            res = root->val;
        }
        helper(root->left, target, diff, res);
        helper(root->right, target, diff, res);
    }
};

Github 同步地址：

https://github.com/grandyang/leetcode/issues/270

类似题目：

Count Complete Tree Nodes

Closest Binary Search Tree Value II

Search in a Binary Search Tree

参考资料:

https://leetcode.com/problems/closest-binary-search-tree-value/

https://leetcode.com/problems/closest-binary-search-tree-value/discuss/70331/Clean-and-concise-java-solution

https://leetcode.com/problems/closest-binary-search-tree-value/discuss/70322/Super-clean-recursive-Java-solution

https://leetcode.com/problems/closest-binary-search-tree-value/discuss/70327/4-7-lines-recursiveiterative-RubyC%2B%2BJavaPython

LeetCode All in One 题目讲解汇总(持续更新中…)