Unique Paths (第九周 动态规划)
2017-04-23 19:10
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Unique Paths (第九周 动态规划)
A robot is located at the top-left corner of a m x n grid (marked ‘Start’ in the diagram below).The robot can only move either down or right at any point in time. The robot is trying to reach the bottom-right corner of the grid (marked ‘Finish’ in the diagram below).
How many possible unique paths are there?
Above is a 3 x 7 grid. How many possible unique paths are there?
Note: m and n will be at most 100.
算法思路
(1)既然机器人每次只能向下或者向右走,那么说明每一个位置,都只能由它的上面和左边的位置到达。使用动态规划的思想,将全部位置上的到达方式初始化为1。然后从起始点开始,不断得更新到达该位置的方法数。(2)状态转移方程为:
dp[i][j] = dp[i - 1][j] + dp[i][j - 1];
算法代码
class Solution { public: int uniquePaths(int m, int n) { int dp[m] ; for(int i = 0; i < m; i++) for(int j = 0; j < n; j++) dp[i][j] = 1; for(int i = 1; i < m; i++) for(int j = 1; j < n; j++) dp[i][j] = dp[i - 1][j] + dp[i][j - 1]; return dp[m - 1][n - 1]; } };
Unique Paths II
Follow up for “Unique Paths”:Now consider if some obstacles are added to the grids. How many unique paths would there be?
An obstacle and empty space is marked as 1 and 0 respectively in the grid.
For example,
There is one obstacle in the middle of a 3x3 grid as illustrated below.
[
[0,0,0],
[0,1,0],
[0,0,0]
]
The total number of unique paths is 2.
Note: m and n will be at most 100.
算法思路
(1)在上面那题的基础上,在地图上增加一些障碍,0是障碍,1可以通行。不过做法也类似。只不过一开始只将起始点初始化为零,然后从它开始,不断去更新附件的点的值,直到目标点。每个点的值还是和上题一样,是由左边和上面的值相加得到。但现在问题就是,这两个点可能是障碍,可能无法通行。(2)所以状态转移方程和上面的一样,只不过需要加一个判断,判断上面和左边的点是否是障碍,不是的话,才加起来,如果是障碍,就无视前一个位置的值。
class Solution { public: int uniquePathsWithObstacles(vector<vector<int>>& obstacleGrid) { int m = obstacleGrid.size(); int n = obstacleGrid[0].size(); int dp[m] ; if(obstacleGrid[0][0] == 1) return 0; for(int i = 0; i < m; i++) for(int j = 0; j < n; j++) dp[i][j] = 0; dp[0][0] = 1; for(int i = 0; i < m; i++) for(int j = 0; j < n; j++){ if(obstacleGrid[i][j] == 0){ if(i - 1 >= 0) dp[i][j] += dp[i - 1][j]; if(j - 1 >= 0) dp[i][j] += dp[i][j - 1]; } } return dp[m - 1][n - 1]; } };
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