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  • 329 Longest Increasing Path in a Matrix 矩阵中的最长递增路径

    Given an integer matrix, find the length of the longest increasing path.
    From each cell, you can either move to four directions: left, right, up or down. You may NOT move diagonally or move outside of the boundary (i.e. wrap-around is not allowed).
    Example 1:
    nums = [
      [9,9,4],
      [6,6,8],
      [2,1,1]
    ]
    Return 4
    The longest increasing path is [1, 2, 6, 9].
    Example 2:
    nums = [
      [3,4,5],
      [3,2,6],
      [2,2,1]
    ]
    Return 4
    The longest increasing path is [3, 4, 5, 6]. Moving diagonally is not allowed.

    详见:https://leetcode.com/problems/longest-increasing-path-in-a-matrix/description/

    Java 实现:

    dp[i][j] 表示当前i, j 位置能都到的最大距离。
    dp[i][j] 是通过dfs 来选的,初始dp[i][j] 都是0, 终止条件是若是走到了一个不是0的位置,那么直接返回dp[x][y]. 可以避免重复计算. 若是dp[x][y]已经有值,说明这个点4个方向的最大值已经找到, 找到dp[x][y]的路径必定是比matrix[x][y]小的,直接返回dp[x][y] 再加上 1 就是之前位置的最大延展长度了。
    若是当前位置是0, 就从上下左右四个方向dfs, 若是过了边界或者新位置matrix[x][j] <= 老位置matrix[i][j], 直接跳过continue.
    不然len = 1 + dfs. 取四个方向最大的len作为dp[i][j].
    Time Complexity: 对于每一个点都做dfs, dfs O(m*n). 所以一共 O(m*n * m*n) = O(m^2 * n^2).
    Space: O(m*n).用了dp array.

    public class Solution {
        final int [][] fourDirs = {{-1, 0}, {1,0}, {0,-1}, {0,1}};
        
        public int longestIncreasingPath(int[][] matrix) {
            if(matrix == null || matrix.length == 0 || matrix[0].length == 0){
                return 0;
            }
            int max = 1;
            int m = matrix.length;
            int n = matrix[0].length;
            int [][] dp = new int[m][n];
            for(int i = 0; i<m; i++){
                for(int j = 0; j<n; j++){
                    dp[i][j] = dfs(matrix, i, j, dp);
                    max = Math.max(max, dp[i][j]);
                }
            }
            return max;
        }
        
        private int dfs(int [][] matrix, int i, int j, int [][] dp){
            if(dp[i][j] != 0){
                return dp[i][j];
            }
            int max = 1;
            int m = matrix.length;
            int n = matrix[0].length;
            for(int k = 0; k<fourDirs.length; k++){
                int x = i+fourDirs[k][0];
                int y = j+fourDirs[k][1];
                if(x<0 || x>=m || y<0 || y>=n || matrix[x][y] <= matrix[i][j]){
                    continue;
                }
                int len = 1 + dfs(matrix, x, y, dp);
                max = Math.max(max, len);
            }
            dp[i][j] = max;
            return dp[i][j];
        }
    }
    

    C++实现:

    class Solution {
    public:
        vector<vector<int>> dirs = {{0, -1}, {-1, 0}, {0, 1}, {1, 0}};
        int longestIncreasingPath(vector<vector<int>>& matrix) 
        {
            if (matrix.empty() || matrix[0].empty())
            {
                return 0;
            }
            int res = 1, m = matrix.size(), n = matrix[0].size();
            vector<vector<int>> dp(m, vector<int>(n, 0));
            for (int i = 0; i < m; ++i) 
            {
                for (int j = 0; j < n; ++j) 
                {
                    res = max(res, dfs(matrix, dp, i, j));
                }
            }
            return res;
        }
        int dfs(vector<vector<int>> &matrix, vector<vector<int>> &dp, int i, int j)
        {
            if (dp[i][j])
            {
                return dp[i][j];
            }
            int mx = 1, m = matrix.size(), n = matrix[0].size();
            for (auto a : dirs) 
            {
                int x = i + a[0], y = j + a[1];
                if (x < 0 || x >= m || y < 0 || y >= n || matrix[x][y] <= matrix[i][j])
                {
                    continue;
                }
                int len = 1 + dfs(matrix, dp, x, y);
                mx = max(mx, len);
            }
            dp[i][j] = mx;
            return mx;
        }
    };
    

     参考:https://www.cnblogs.com/grandyang/p/5148030.html

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  • 原文地址:https://www.cnblogs.com/xidian2014/p/8833035.html
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