【并查集】93 岛屿数量

岛屿数量

    • 题解1 DFS(图论经典方法)
    • 题解2 BFS(遍历(DFS展开【顺序不同】))
    • 题解3 并查集(学习理解)

给你一个由 ‘1’(陆地)和 ‘0’(水)组成的的二维网格,请你计算网格中岛屿的数量。

岛屿总是被水包围,并且每座岛屿只能由水平方向和/或竖直方向上相邻的陆地连接形成。

此外,你可以假设该网格的四条边均被水包围。

示例 1:
输入:

grid = [
  ["1","1","1","1","0"],
  ["1","1","0","1","0"],
  ["1","1","0","0","0"],
  ["0","0","0","0","0"]
]

输出:1

示例 2:
输入:

grid = [
  ["1","1","0","0","0"],
  ["1","1","0","0","0"],
  ["0","0","1","0","0"],
  ["0","0","0","1","1"]
]

输出:3

提示:

  • m == grid.length
  • n == grid[i].length
  • 1 <= m, n <= 300
  • grid[i][j] 的值为 ‘0’ 或 ‘1’

题解1 DFS(图论经典方法)

class Solution {
    int l, r;
public:
    void dfs(vector<vector<char>>& grid, int ro, int co){
        if(co < 0 || co >= r || ro < 0 || ro >= l ||  grid[ro][co] == '0')
            return;
        // 思想:把1附近相连(连通分量)置0
        // 相当于visited(面试时需要确定是否可以修改grid)
        grid[ro][co] = '0';
		
        dfs(grid, ro, co+1);
        dfs(grid, ro+1, co);
        dfs(grid, ro-1, co);
        dfs(grid, ro, co-1);
    } 
    int numIslands(vector<vector<char>>& grid) {
        int ret = 0;
        l = grid.size();
        r = grid[0].size();
        for(int i = 0; i < l; i++){
            for(int j = 0; j < r; j++){
                if(grid[i][j] == '1'){
                    ret += 1;
                    dfs(grid, i, j);
                }
            }
        }
        return ret;
    }
};

【并查集】93 岛屿数量_第1张图片

题解2 BFS(遍历(DFS展开【顺序不同】))

class Solution {
public:
    int numIslands(vector<vector<char>>& grid) {
        int ret = 0;
        int m = grid.size();
        int n = grid[0].size();
        for(int i = 0; i < m; i++){
            for(int j = 0; j < n; j++){
                if(grid[i][j] == '1'){
                    ret += 1;
                    grid[i][j] = '0';
                    // BFS典型ADT
                    queue<pair<int, int>> nei;
                    nei.push(make_pair(i, j));
                    while(! nei.empty()){
                        auto rc = nei.front();
                        nei.pop();
                        int r = rc.first;
                        int c = rc.second;
                        if(r >= 1 && grid[r-1][c] == '1'){
                            nei.push(make_pair(r-1, c));
                            grid[r-1][c] = '0';
                        }
                        if(r+1 < m && grid[r+1][c] == '1'){
                            nei.push(make_pair(r+1, c));
                            grid[r+1][c] = '0';
                        }
                        if(c >= 1 && grid[r][c-1] == '1'){
                            nei.push(make_pair(r, c-1));
                            grid[r][c-1] = '0';
                        }
                        if(c+1 < n && grid[r][c+1] == '1'){
                            nei.push(make_pair(r, c+1));
                            grid[r][c+1] = '0';
                        }
                    }
                }
            }
        }
        return ret;
    }
};

【并查集】93 岛屿数量_第2张图片

题解3 并查集(学习理解)

class UnionFind {
    vector<int> parent;
    vector<int> rank;
    int count;
public:
    UnionFind(vector<vector<char>>& grid) {
        count = 0;
        int m = grid.size();
        int n = grid[0].size();
        for (int i = 0; i < m; ++i) {
            for (int j = 0; j < n; ++j) {
                if (grid[i][j] == '1') {
                    parent.push_back(i * n + j);
                    ++count;
                }
                else {
                    parent.push_back(-1);
                }
                rank.push_back(0);
            }
        }
    }

    int find(int i) {
        if (parent[i] != i) {
            parent[i] = find(parent[i]);
        }
        return parent[i];
    }

    void unite(int x, int y) {
        int rootx = find(x);
        int rooty = find(y);
        if (rootx != rooty) {
            if (rank[rootx] < rank[rooty]) {
                swap(rootx, rooty);
            }
            parent[rooty] = rootx;
            if (rank[rootx] == rank[rooty]) rank[rootx] += 1;
            --count;
        }
    }

    int getCount() const {
        return count;
    }
};

class Solution {
public:
    int numIslands(vector<vector<char>>& grid) {
        int nr = grid.size();
        if (!nr) return 0;
        int nc = grid[0].size();

        UnionFind uf(grid);
        int num_islands = 0;
        for (int r = 0; r < nr; ++r) {
            for (int c = 0; c < nc; ++c) {
                if (grid[r][c] == '1') {
                    grid[r][c] = '0';
                    if (r - 1 >= 0 && grid[r-1][c] == '1') uf.unite(r * nc + c, (r-1) * nc + c);
                    if (r + 1 < nr && grid[r+1][c] == '1') uf.unite(r * nc + c, (r+1) * nc + c);
                    if (c - 1 >= 0 && grid[r][c-1] == '1') uf.unite(r * nc + c, r * nc + c - 1);
                    if (c + 1 < nc && grid[r][c+1] == '1') uf.unite(r * nc + c, r * nc + c + 1);
                }
            }
        }

        return uf.getCount();
    }
};

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