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Q62 Unique Paths

Q62 Unique Paths

作者: 牛奶芝麻 | 来源:发表于2018-10-20 00:29 被阅读31次
    进阶版本(有障碍的路径):

    Q63 Unique Paths II

    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 7 x 3 grid. How many possible unique paths are there?

    Note: m and n will be at most 100.

    Example 1:
    Input: m = 3, n = 2
    Output: 3
    Explanation:
    From the top-left corner, there are a total of 3 ways 
    to reach the bottom-right corner:
    1. Right -> Right -> Down
    2. Right -> Down -> Right
    3. Down -> Right -> Right
    
    Example 2:
    Input: m = 7, n = 3
    Output: 28
    
    解题思路:
    1. 此题画个图,明显可以用动态规划求解。刚开始,dp[n][m] 初始化为1,而 dp[n][m] = dp[n][m-1] + dp[n-1][m]。注意,如果 n 或 m 有一个值为 1,则结果为 1。

    2. 大神解法:这是一个计算题。机器人向右走 m-1 步,向下走 n-1 步,则总共要走 m+n-2 步。而对于向右走(或向下走)有 m-1 种(或 n-1 种)走法,因此结果为 C(n+m-2, m-1) 或者 C(n+m-2, n-1) 种。【C(n+m-2, m-1) = C(n+m-2, n-1)】

    【注】C(N, M) = N! / (M! * (N-M)!)

    两种方法的代码见Python实现部分。

    Python 实现:
    class Solution:
        # DP
        # Time: O(n^2)
        def uniquePaths(self, m, n):
            """
            :type m: int
            :type n: int
            :rtype: int
            """
            dp = [[1 for col in range(m)] for row in range(n)]  # n行m列的数组
            if m == 1 or n == 1:
                return 1
            for i in range(1, n):
                for j in range(1, m):
                    dp[i][j] = dp[i][j-1] + dp[i-1][j]
            return dp[i][j]
    
        # Math 
        # C(m+n-2, m-1) or C(m+n-2, n-1)
        # C(N, M) = N!/(M!*(N-M)!)
        # Time: O(n)
        def uniquePaths2(self, m, n):
            """
            :type m: int
            :type n: int
            :rtype: int
            """
            return self.calFactorial(m+n-2) // self.calFactorial(m-1) // self.calFactorial(n-1)
    
        def calFactorial(self, num):
            if num <= 1:
                return 1
            return num * self.calFactorial(num - 1)
    
    m = 3
    n = 7
    print(Solution().uniquePaths(1, 1))  # 1
    print(Solution().uniquePaths(m, n))  # 28
    print(Solution().uniquePaths2(m, n)) # 28
    

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