Friday, May 24, 2019

Leetcode 547. Friend Circles

There are N students in a class. Some of them are friends, while some are not. Their friendship is transitive in nature. For example, if A is a directfriend of B, and B is a direct friend of C, then A is an indirect friend of C. And we defined a friend circle is a group of students who are direct or indirect friends.
Given a N*N matrix M representing the friend relationship between students in the class. If M[i][j] = 1, then the ith and jth students are directfriends with each other, otherwise not. And you have to output the total number of friend circles among all the students.
Example 1:
Input: 
[[1,1,0],
 [1,1,0],
 [0,0,1]]
Output: 2
Explanation:The 0th and 1st students are direct friends, so they are in a friend circle. 
The 2nd student himself is in a friend circle. So return 2.
Example 2:
Input: 
[[1,1,0],
 [1,1,1],
 [0,1,1]]
Output: 1
Explanation:The 0th and 1st students are direct friends, the 1st and 2nd students are direct friends, 
so the 0th and 2nd students are indirect friends. All of them are in the same friend circle, so return 1.
Note:
  1. N is in range [1,200].
  2. M[i][i] = 1 for all students.
  3. If M[i][j] = 1, then M[j][i] = 1.
Solution 1: BFS:
/*
 * @lc app=leetcode id=547 lang=java
 *
 * [547] Friend Circles
 */
class Solution {
    public int findCircleNum(int[][] M) {
        if (M == null || M.length == 0) {
            return 0;
        }
        
        int N = M.length;

        boolean[] visited = new boolean[N];
        int numCC = 0;
        
        for (int i = 0; i < N; i++) {
            if (!visited[i]) {
                numCC += 1;
                bfs(i, M, visited);
            }
        }

        return numCC;
    }

    private void bfs(int row, int[][] M, boolean[] visited) {
        Queue<Integer> queue = new LinkedList<>();
        int N = M.length;
        
        queue.offer(row);
        visited[row] = true;

        while (!queue.isEmpty()) {
            int currRow = queue.poll();
            for (int neighbor = 0; neighbor < N; neighbor++) {
                if (M[currRow][neighbor] == 1 && !visited[neighbor]) {
                    queue.offer(neighbor);
                    visited[neighbor] = true;
                }
            }
        }
    }
}
Solution 2: Union-Find
class Solution {
    private int numCC;
    public int findCircleNum(int[][] M) {
        if (M == null || M.length == 0) {
            return 0;
        }
        
        int N = M.length;
        int[] parents = new int[N];
        this.numCC = N;
        
        for (int i = 0; i < N; i++) {
            parents[i] = i;
        }
        
        for (int i = 0; i < N; i++) {
            for (int j = 0; j < N; j++) {
                if (i != j && M[i][j] == 1) {
                    union(parents, i, j);
                }
            }
        }
        
        return numCC;
    }
    
    private void union(int[] parents, int a, int b) {
        int rootA = find(parents, a);
        int rootB = find(parents, b);
        
        if (rootA != rootB) {
            parents[rootA] = rootB;
            numCC -= 1;
        }
    }
    
    private int find(int[] parents, int a) {
        int root = a;
        while (root != parents[root]) {
            root = parents[root];
        }
        
        // path compression
        while (a != root) {
            int next = parents[a];
            parents[a] = root;
            a = next;
        }
        
        return root;
    }
}

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