Leetcode 动态规划 Unique Paths

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Unique Paths

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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.

题意：给定一个 m * n 的网格，一个机器人要从左上角走到右下角，每次仅仅能向下或向右移动一个位置。
问有多少种走法
思路1：dfs暴力枚举
复杂度：超时了... O(2^n)

思路2：记忆化搜索

用一个数组paths[i][j]记录从 (0,0) 到 (m,n)的路径数

思路3：dp
设置状态为f[i][j]，表示从(0,0)到达网格(i,j)的路径数，则状态转移方程为
f[i][j] = f[i - 1][j] + f[i][j - 1]
复杂度：时间O(n^2) 空间 O(n)

<pre name="code" class="cpp">//思路1
int uniquePaths(int m, int n){
	if(m < 0 || n < 0) return 0;
	if(m == 1 && n == 1) return 1;
	return uniquePaths(m - 1, n) + uniquePaths(m, n - 1);
}

//思路2
//paths[i][j]表示从(0,0)到(i,j）的路径数
int paths[101][101];
int dfs(int m, int n){
	if(m < 0 || n < 0) return 0;
	if(m == 1 && n == 1) return 1;
	if(paths[m][n] >= 0) return paths[m][n];
	return paths[m][n] = dfs(m - 1, n) + dfs(m, n - 1);
}
int uniquePaths(int m, int n){
	memset(paths, -1, sizeof(paths));
	return dfs(m, n);
}

//思路2还有一种写法
//paths[i][j]表示从(i,j)到(m - 1,n - 1)的路径数
int paths[101][101];
int mm, nn;
int dfs(int x, int y){
	if(x >= mm || y >= nn) return 0;
	if(x == mm - 1 && y == nn - 1) return 1;
	if(paths[x][y] >= 0) return paths[x][y];
	return paths[x][y] = dfs(x + 1, y) + dfs(x, y + 1);
}
int uniquePaths(int m, int n){
	mm = m, nn = n;
	memset(paths, -1, sizeof(paths));
	return dfs(0, 0);
}

//思路3 paths[i][j] 表示(0, 0) 到(i,j)的路径数
int paths[101][101];
int uniquePaths(int m, int n){
	memset(paths, 0, sizeof(paths));
	for(int i = 0; i < m; ++i) paths[i][0] = 1;
	for(int j = 0; j < n; ++j) paths[0][j] = 1;
	for(int i = 1 ; i < m; ++i){
		for(int j = 1; j < n; ++j){
			paths[i][j] = paths[i - 1][j] + paths[i][j - 1];
		}
	}
	return paths[m - 1][n - 1];
}
思路3 还有一种写法
用一个一维数组 paths[j] 表示 (0, 0) 至 (i, j)的路径数，在外循环变量为 i 时，还没更新前 
paths[j] 相应上面二维数组写法的paths[i - 1, j]，paths[j - 1]相应paths[i][j - 1]
int paths[101];
int uniquePaths(int m, int n){
	memset(paths, 0, sizeof(paths));
	paths[0] = 1;
	for(int i = 0; i < m; ++i){
		for(int j = 1; j < n; ++j){
			paths[j] = paths[j] + paths[j - 1];
		}
	}
	return paths[n - 1];
}