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718. Maximum Length of Repeated Subarray 最长重复子数组

转载 作者:大佬之路 更新时间:2024-01-31 14:17:49 24 4
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题目地址:https://leetcode.com/problems/maximum-length-of-repeated-subarray/description/

题目描述:

Given two integer arrays A and B, return the maximum length of an subarray that appears in both arrays.

Example 1:

Input:
A: [1,2,3,2,1]
B: [3,2,1,4,7]
Output: 3

Explanation: 
The repeated subarray with maximum length is [3, 2, 1].

Note:

1、 1<=len(A),len(B)<=1000;
2、 0<=A[i],B[i]<100;

题目大意

求最长重复子数组。那么如果我们将数组换成字符串,实际这道题就是求Longest Common Substring的问题了。

解题方法

这个题显然是DP。一定注意,必须连续才行!那么dp数组中每个不为0的位置,一定是两者相等的地方。

比如,对于这两个数组[1,2,2]和[3,1,2],我们的dp数组为:

  3 1 2
1 0 1 0
2 0 0 2
2 0 0 1

所以递推关系为,dp[i][j] = dp[i-1][j-1],当A[i]== B[j]。如果不等的话,dp[i][j]为0.

刚开始理解成了最长子序列Longest Common Subsequence问题了。耽误了不少时间……

代码如下:

class Solution:
    def findLength(self, A, B):
        """
        :type A: List[int]
        :type B: List[int]
        :rtype: int
        """
        m, n = len(A), len(B)
        dp = [[0 for j in range(n + 1)] for i in range(m + 1)]
        max_len = 0
        for i in range(m + 1):
            for j in range(n + 1):
                if i == 0 or j == 0:
                    dp[i][j] = 0
                elif A[i - 1] == B[j - 1]:
                    dp[i][j] = dp[i - 1][j - 1] + 1
                    max_len = max(max_len, dp[i][j])
        return max_len

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换一种方式写,可能更好理解吧,毕竟少了一行和一列空的0.

class Solution:
    def findLength(self, A, B):
        """
        :type A: List[int]
        :type B: List[int]
        :rtype: int
        """
        m, n = len(A), len(B)
        dp = [[0 for j in range(n)] for i in range(m)]
        max_len = 0
        for i in range(m):
            for j in range(n):
                if A[i] == B[j]:
                    if i == 0 or j == 0:
                        dp[i][j] = 1
                    else:
                        dp[i][j] = dp[i - 1][j - 1] + 1
                    max_len = max(max_len, dp[i][j])
        return max_len

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