经典问题:LCS(最长公共字符长度)
问题
给两个string A B,找这两个string里面的LCS: 最长公共字符长度 (不需要是continuous substring)
例子
如果两个string是"abcde"和"zdcazyx",LCS 是 "a" (or d or c),返回1;
如果两个string是"abcd"和"eacb",LCS 是"ac",返回2。
思路
dp[i][j]
: longest common subsequence length for items: A[0 ~ i - 1] and B[0 ~ j - 1]
Conditions:
-
A[i - 1] != B[j - 1]
: no action -
A[i - 1] == B[j - 1]
: 可以更新dp方程dp[i][j] = Math.max(dp[i][j], dp[i - 1][j - 1] + 1)
代码
public class Solution {
/**
* @param A, B: Two strings.
* @return: The length of longest common subsequence of A and B.
*/
public int longestCommonSubsequence(String A, String B) {
if (A == null || B == null || A.length() == 0 || B.length() == 0) {
return 0;
}
int[][] dp = new int[A.length() + 1][B.length() + 1];
for (int i = 1; i <= A.length(); i++) {
for (int j = 1; j <= B.length(); j++) {
if (A.charAt(i - 1) == B.charAt(j - 1)) {
dp[i][j] = dp[i - 1][j - 1] + 1;
} else {
dp[i][j] = Math.max(dp[i][j], dp[i - 1][j]);
dp[i][j] = Math.max(dp[i][j], dp[i][j - 1]);
}
}
}
return dp[A.length()][B.length()];
}
}
衍生题目
72. Edit Distance
583. Delete Operation for Two Strings
1035. Uncrossed Lines
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