【字典树Trie】个人练习-Leetcode-421. Maximum XOR of Two Numbers in an Array
题目链接:https://leetcode.cn/problems/maximum-xor-of-two-numbers-in-an-array/description/
题目大意:给一个数组nums[]
,求最大的num[i] ^ nums[j]
的值
思路:两两异或必然超时,因为二进制位就是0或1,可以用字典树来存储nums[]
。往左子树走代表下一位是0,往右子树走代表下一位是1。不过有趣的是主函数中的遍历,可以把nums[0...i-1]
存进Trie里,然后用nums[i]
去和Trie里的树找对应,得到可能得到的最大值。
完整代码:
class Trie {
public:
Trie* left = nullptr;
Trie* right = nullptr;
Trie() {}
};
class Solution {
public:
Trie* root = new Trie();
static constexpr int HIGH_BIT = 30;
void add(int num) {
Trie* cur = root;
for (int k = HIGH_BIT; k >= 0; k--) {
int bit = (num >> k) & 1;
if (bit == 0) {
if (cur->left == nullptr) {
cur->left = new Trie();
}
cur = cur->left;
}
else {
if (cur->right == nullptr) {
cur->right = new Trie();
}
cur = cur->right;
}
}
}
int check(int num) {
Trie* cur = root;
int x = 0;
for (int k = HIGH_BIT; k >= 0; k--) {
int bit = (num >> k) & 1;
if (bit == 0) {
if (cur->right) {
cur = cur->right;
x = x * 2 + 1;
}
else {
cur = cur->left;
x = x * 2;
}
}
else {
if (cur->left) {
cur = cur->left;
x = x * 2 + 1;
}
else {
cur = cur->right;
x = x * 2;
}
}
}
return x;
}
int findMaximumXOR(vector<int>& nums) {
int n = nums.size();
int x = 0;
for (int i = 1; i < n; i++) {
add(nums[i-1]);
// now nums[0...i-1] are in Tire
// let nums[i] be the one to match
x = max(x, check(nums[i]));
}
return x;
}
};
时间复杂度的话,插入操作是 O ( log c ) O(\log c) O(logc),其中 c c c是最大值。一共进行 n n n次插入,复杂度为 O ( n log c ) O(n\log c) O(nlogc)。每一次check操作也是如此,因此复杂度为 O ( n log c ) O(n\log c) O(nlogc)。