Print Longest Palindrome in a String (Dynamic Programming)

Posted by on Mar 31, 2024

Given a string s of length n, the task is to find the longest palindromic substring in it.

Incase of conflict, return the substring with least starting index).

Input: "aaaabbaa"
Output: aabbaa

Input: "abc"
Output: a


Solutions

Method 1: Brute-force - O(n^3)

One naive approach to solving the problem is to generate all possible substrings of the given string and print the length of the longest substring, which is also a palindrome.

But this solution takes O(n^3) time, where n is the length of the given string.

Complexity

The time complexity of this solution is O(n^3).

In addition, O(n) auxiliary space was also used.

Method 2: DP (Bottom Up)

One naive approach to solving the problem is to generate all possible substrings of the given string and print the length of the longest substring, which is also a palindrome. But this solution takes O(n^3) time, where n is the length of the given string.

This O(n^3) solution can be optimized by storing results of Overlapping Subproblems (Dynamic Programming).

In this solution, we need to maintain a boolean table[n][n] that is filled in a bottom-up manner.

The value of table[i][j] is "true" if the substring from "i th" to "j th" index is a palindrome, otherwise false.

We know that a single-character string is always a palindrome of length one, i.e., t[i][j] = true, where i=0, j=0.

We also know that a two-character string is a palindrome if both characters are equal, i.e. t[i] [j] = true, where i = 0 and j = 1.

Now the only task left is to check for sub-strings of length 3 or more.

A string with 3 or more characters is a palindrome if the corner characters of the string are equal and the middle sub-string is also a palindrome, i.e. s.charAt(i) == s.charAt(j) && t[i+1][j-1] == true.

Complexity

The time complexity of this solution is O(n^2).

In addition, O(n^2) auxiliary space was used by the table.

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