题目
给定一个包含非负整数的 m x n 网格 grid ,请找出一条从左上角到右下角的路径,使得路径上的数字总和为最小。
说明: 每次只能向下或者向右移动一步。
示例 1:
输入: grid = [[1,3,1],[1,5,1],[4,2,1]]
输出: 7
解释: 因为路径 1→3→1→1→1 的总和最小。
题解
方式一:动态规划
public int minPathSum(int[][] grid) {
int[][] dp = new int[grid.length][grid[0].length];
dp[0][0] = grid[0][0];
for (int i = 1; i < grid[0].length; i++) {
dp[0][i] = dp[0][i - 1] + grid[0][i];
}
for (int i = 1; i < grid.length; i++) {
dp[i][0] = dp[i - 1][0] + grid[i][0];
}
for (int i = 1; i < grid.length; i++) {
for (int j = 1; j < grid[0].length; j++) {
dp[i][j] = Math.min(dp[i - 1][j], dp[i][j - 1]) + grid[i][j];
}
}
return dp[grid.length - 1][grid[0].length - 1];
}
方式二:回溯
超时
int row = 0;
int col = 0;
int result = Integer.MAX_VALUE;
int total = 0;
public int minPathSum(int[][] grid) {
row = grid.length;
col = grid[0].length;
total = row + col - 1;
backtrack(grid, grid[0][0], 1, 0, 0);
return result;
}
public void backtrack(int[][] grid, int sum, int path, int i, int j) {
if (path == total) {
result = Math.min(result, sum);
return;
}
if (sum > result) {
return;
}
for (int x = 0; x < 2; x++) {
if (x == 0) { // 向下
if (i + 1 < row) {
sum += grid[i + 1][j];
backtrack(grid, sum, path + 1, i + 1, j);
sum -= grid[i + 1][j];
} else {
sum += grid[i][j + 1];
backtrack(grid, sum, path + 1, i, j + 1);
sum -= grid[i][j + 1];
}
} else { // 向右
if (j + 1 < col) {
sum += grid[i][j + 1];
backtrack(grid, sum, path + 1, i, j + 1);
sum -= grid[i][j + 1];
} else {
sum += grid[i + 1][j];
backtrack(grid, sum, path + 1, i + 1, j);
sum -= grid[i + 1][j];
}
}
}
}
总结
算法:动态规划、回溯