Given a m x n grid filled with non-negative numbers, find a path from top left to bottom right which minimizes the sum of all numbers along its path.
Note: You can only move either down or right at any point in time.
大意就是給定一個m*n的矩陣,只能向下or向右前進,找到到達右下角最小的路徑和。
典型的動態(tài)規(guī)劃問題:
注意:貪心策略是不可行的,在本問題中,局部的最優(yōu)解無法得到最優(yōu)解,因此需要使用dp,綜合并記錄全局的所有局部最優(yōu)路徑,最終得到最優(yōu)解。遞推公式:dp[i][j] = min(dp[i - 1][j], dp[i][j - 1]) + grid[i][j]
| 演示 : | grid[][] |
|---|---|
| 1 | 2 |
| 3 | 4 |
| 5 | 6 |
| 演示 : | dp[][] |
|---|---|
| 1 | 3 |
| 4 | 7 |
| 9 | 13 |
public static int minPathSum(int[][] grid) {
int m = grid.length;
int n = grid[0].length;
int[][] dp = new int[m][n];
//初始化dp[0][0]
dp[0][0] = grid[0][0];
//初始化dp數(shù)組的第0行和0列
for (int i = 1; i < m; ++i)
dp[i][0] = dp[i - 1][0] + grid[i][0];
for (int i = 1; i < n; ++i)
dp[0][i] = dp[0][i - 1] + grid[0][i];
//狀態(tài)轉(zhuǎn)移公式:dp[i][j] = min(dp[i - 1][j], dp[i][j - 1]) + grid[i][j]
for (int i = 1; i < m; ++i)
for (int j = 1; j < n; ++j)
dp[i][j]= Math.min(dp[i][j - 1], dp[i - 1][j]) + grid[i][j];
return dp[m - 1][n - 1];
}