并查集(Union Find)

定义

顾名思义(看英文),就是并集,查找,即找到父节点,然后取并集;


题目:LeetCode 547. 省份数量
解决方法:参照B站Up主,塔罗兔


代码:

  • 基础版本
class Solution {
public:
    vector<int> fathers;
    int find(int i) {
        while (fathers[i] != i) {
            i = fathers[i];
        }
        return i;
    }
    void uni(int i, int j) {
        int f1 = find(i);
        int f2 = find(j);
        fathers[f2] = f1;
    }
    int findCircleNum(vector<vector<int>>& isConnected) {
        int n = isConnected.size();
        // 初始化父节点
        for (int i = 0; i < n; i++) {
            fathers.push_back(i);
        }
        for (int i = 0; i < n - 1; i++) {
            for (int j = i + 1; j < n; j++) {
                if (isConnected[i][j]) {
                    uni(i, j);
                }
            }
        }
        int count = 0;
        for (int i = 0; i < n; i++) {
            if (fathers[i] == i) count++;
        }
        return count;
    }
};
  • 优化:
class Solution {
public:
    vector<int> fathers;
    vector<int> ranks;
    int find(int i) {
        while (fathers[i] != i) {
            i = fathers[i];
        }
        return i;
    }
    void uni(int i, int j) {
        int f1 = find(i);
        int f2 = find(j);
        // fathers[f2] = f1;
        if (ranks[f1] == ranks[f2]) {
            fathers[f2] = f1;
            ranks[f1]++;
        } else if (ranks[f1] > ranks[f2]) {
            fathers[f2] = f1;
        } else {
            fathers[f1] = f2;
        }

    }
    int findCircleNum(vector<vector<int>>& isConnected) {
        int n = isConnected.size();
        // 初始化父节点
        for (int i = 0; i < n; i++) {
            fathers.push_back(i);
            ranks.push_back(1);
        }
        for (int i = 0; i < n - 1; i++) {
            for (int j = i + 1; j < n; j++) {
                if (isConnected[i][j]) {
                    uni(i, j);
                }
            }
        }
        int count = 0;
        for (int i = 0; i < n; i++) {
            if (fathers[i] == i) count++;
        }
        return count;
    }
};

PS: 代码运行的时间反而增加了,在LeetCode[CN] 版本中.

posted @ 2022-07-26 00:42  AlsoRan  阅读(33)  评论(0编辑  收藏  举报