常见DP问题汇总

注:本文目前只提供速记,不提供详解。

1. 5. 最长回文子串[五星]

状态:
令 dp[i][j] 表示子数组 s[i...j] 是否为回文子串。初始化 dp[i][i] = true,并且 dp[i][i+1] = (s[i]==s[i+1])。
状态转移方程:

[dp[i][j] = dp[i+1][j-1] && s[i] == s[j] ]

代码:

// 时间复杂度:O(n^2)
// 空间复杂度:O(n^2)
class Solution {
    public String longestPalindrome(String s) {
        if(s.length() == 0) return "";
        boolean[][] dp = new boolean[s.length()][s.length()];
        // 初始化
        int begin = 0, end = 0;
        for(int i = 0; i < s.length(); i++) {
            dp[i][i] = true;
            if(i < s.length()-1) {
                dp[i][i+1] = s.charAt(i) == s.charAt(i+1);
                if(dp[i][i+1] && end - begin < 1) {
                    begin = i;
                    end = i + 1;
                }
            }
        }
        // 状态转移
        for(int len = 2; len < s.length(); len++) {
            for(int i = 0; i + len < s.length(); i++) {
                int j = i + len;
                dp[i][j] = dp[i+1][j-1] && s.charAt(i) == s.charAt(j);
                if(dp[i][j] && end - begin < j - i) {
                    begin = i;
                    end = j;
                }
            }
        }
        return s.substring(begin, end+1);
    }
}

2. 516. 最长回文子序列 [五星]

概念说明:

注意子串(substring)和子序列(subsequence)的区别,子串(substring)要求连续,子序列(subsequence)不要求连续

状态:
令 dp[i][j] 表示 s[i...j] 中最长回文子序列的长度,初始化 dp[i][i] = 1。
状态转移方程:

[dp[i][j] = egin {cases} dp[i+1][j-1] + 2 & s[i] == s[j] \ max(dp[i+1][j],dp[i][j-1]) & s[i] != s[j]\ end {cases} ]

代码:

// 时间复杂度:O(n^2)
// 空间复杂度:O(n^2)
class Solution {
    public int longestPalindromeSubseq(String s) {
        int n = s.length();
        if(n == 0) return 0;

        int[][] dp = new int[n][n];
        // 初始化
        for(int i = 0; i < n; i++) {
            dp[i][i] = 1;
        }
        // 状态转移
        for(int i = n-2; i >= 0; i--) {
            for(int j = i+1; j < n; j++) {
                if(s.charAt(i) == s.charAt(j)) {
                    dp[i][j] = dp[i+1][j-1] + 2;
                }else {
                    dp[i][j] = Math.max(dp[i+1][j], dp[i][j-1]);
                }
            }
        }
        return dp[0][n-1];
    }
}

3、300. Longest Increasing Subsequence [五星]
4. 1143. Longest Common Subsequence [五星]
5. 10. Regular Expression Matching [五星+++]
6. 44. Wildcard Matching [五星+++]
7. 53. Maximum Subarray [五星]
8. 152. Maximum Product Subarray [五星++]
9. 62. Unique Paths
10. 63. Unique Paths II
11. 64. Minimum Path Sum [和62题是一样的]
12. 174. Dungeon Game
13. 741. Cherry Pickup [round trip, 暂时放弃...]
14. 120. Triangle [第64题的变形, 自底向上/自顶向下]
15. 509. Fibonacci Number
16. 70. Climbing Stairs
17. 746. Min Cost Climbing Stairs
18. 84. Largest Rectangle in Histogram [这一题不属于dp问题, 但是和85题是强相关的]
19. 85. Maximal Rectangle [五星++, 84题的follow-up]
20. 221. Maximal Square
21. 32. Longest Valid Parentheses [这一题比较独立, 五星++]

原文地址:https://www.cnblogs.com/kkbill/p/13263023.html