# Minimum insertions to form a palindrome | DP-28

• Difficulty Level : Hard
• Last Updated : 13 Sep, 2022

Given string str, the task is to find the minimum number of characters to be inserted to convert it to a palindrome.

Before we go further, let us understand with a few examples:

• ab: Number of insertions required is 1 i.e. bab
• aa: Number of insertions required is 0 i.e. aa
• abcd: Number of insertions required is 3 i.e. dcbabcd
• abcda: Number of insertions required is 2 i.e. adcbcda which is the same as the number of insertions in the substring bcd(Why?).
• abcde: Number of insertions required is 4 i.e. edcbabcde
Recommended Practice

Let the input string be str[l……h]. The problem can be broken down into three parts:

1. Find the minimum number of insertions in the substring str[l+1,…….h].
2. Find the minimum number of insertions in the substring str[l…….h-1].
3. Find the minimum number of insertions in the substring str[l+1……h-1].

Recursive Approach: The minimum number of insertions in the string str[l…..h] can be given as:

• minInsertions(str[l+1…..h-1]) if str[l] is equal to str[h]
• min(minInsertions(str[l…..h-1]), minInsertions(str[l+1…..h])) + 1 otherwise

Below is the implementation of the above approach:

## C++

 `// A Naive recursive program to find minimum ` `// number insertions needed to make a string` `// palindrome` `#include` `using` `namespace` `std;`     `// Recursive function to find  ` `// minimum number of insertions` `int` `findMinInsertions(``char` `str[], ``int` `l, ``int` `h)` `{` `    ``// Base Cases` `    ``if` `(l > h) ``return` `INT_MAX;` `    ``if` `(l == h) ``return` `0;` `    ``if` `(l == h - 1) ``return` `(str[l] == str[h])? 0 : 1;`   `    ``// Check if the first and last characters are` `    ``// same. On the basis of the comparison result, ` `    ``// decide which subproblem(s) to call` `    ``return` `(str[l] == str[h])? ` `                    ``findMinInsertions(str, l + 1, h - 1):` `                    ``(min(findMinInsertions(str, l, h - 1),` `                    ``findMinInsertions(str, l + 1, h)) + 1);` `}`   `// Driver code` `int` `main()` `{` `    ``char` `str[] = ``"geeks"``;` `    ``cout << findMinInsertions(str, 0, ``strlen``(str) - 1);` `    ``return` `0;` `}`   `// This code is contributed by ` `// Akanksha Rai`

## C

 `// A Naive recursive program to find minimum ` `// number insertions needed to make a string` `// palindrome` `#include ` `#include ` `#include `   `// A utility function to find minimum of two numbers` `int` `min(``int` `a, ``int` `b)` `{  ``return` `a < b ? a : b; }`   `// Recursive function to find minimum number of ` `// insertions` `int` `findMinInsertions(``char` `str[], ``int` `l, ``int` `h)` `{` `    ``// Base Cases` `    ``if` `(l > h) ``return` `INT_MAX;` `    ``if` `(l == h) ``return` `0;` `    ``if` `(l == h - 1) ``return` `(str[l] == str[h])? 0 : 1;`   `    ``// Check if the first and last characters are` `    ``// same. On the basis of the comparison result, ` `    ``// decide which subproblem(s) to call` `    ``return` `(str[l] == str[h])? ` `                     ``findMinInsertions(str, l + 1, h - 1):` `                     ``(min(findMinInsertions(str, l, h - 1),` `                     ``findMinInsertions(str, l + 1, h)) + 1);` `}`   `// Driver program to test above functions` `int` `main()` `{` `    ``char` `str[] = ``"geeks"``;` `    ``printf``(``"%d"``, findMinInsertions(str, 0, ``strlen``(str)-1));` `    ``return` `0;` `}`

## Java

 `// A Naive recursive Java program to find minimum` `// number insertions needed to make a string` `// palindrome` `class` `GFG {`   `    ``// Recursive function to find minimum number` `    ``// of insertions` `    ``static` `int` `findMinInsertions(``char` `str[], ``int` `l,` `                                             ``int` `h)` `    ``{` `        ``// Base Cases` `        ``if` `(l > h) ``return` `Integer.MAX_VALUE;` `        ``if` `(l == h) ``return` `0``;` `        ``if` `(l == h - ``1``) ``return` `(str[l] == str[h])? ``0` `: ``1``;`   `        ``// Check if the first and last characters` `        ``// are same. On the basis of the  comparison` `        ``// result, decide which subproblem(s) to call` `        ``return` `(str[l] == str[h])?` `            ``findMinInsertions(str, l + ``1``, h - ``1``):` `            ``(Integer.min(findMinInsertions(str, l, h - ``1``),` `            ``findMinInsertions(str, l + ``1``, h)) + ``1``);` `    ``}`   `    ``// Driver program to test above functions` `    ``public` `static` `void` `main(String args[])` `    ``{` `        ``String str= ``"geeks"``;` `        ``System.out.println(findMinInsertions(str.toCharArray(),` `                                          ``0``, str.length()-``1``));` `    ``}` `}` `// This code is contributed by Sumit Ghosh`

## Python 3

 `# A Naive recursive program to find minimum ` `# number insertions needed to make a string` `# palindrome` `import` `sys`   `# Recursive function to find minimum ` `# number of insertions` `def` `findMinInsertions(``str``, l, h):`   `    ``# Base Cases` `    ``if` `(l > h):` `        ``return` `sys.maxsize` `    ``if` `(l ``=``=` `h):` `        ``return` `0` `    ``if` `(l ``=``=` `h ``-` `1``):` `        ``return` `0` `if``(``str``[l] ``=``=` `str``[h]) ``else` `1`   `    ``# Check if the first and last characters are` `    ``# same. On the basis of the comparison result, ` `    ``# decide which subproblem(s) to call` `    `  `    ``if``(``str``[l] ``=``=` `str``[h]):` `        ``return` `findMinInsertions(``str``, l ``+` `1``, h ``-` `1``)` `    ``else``:` `        ``return` `(``min``(findMinInsertions(``str``, l, h ``-` `1``),` `                    ``findMinInsertions(``str``, l ``+` `1``, h)) ``+` `1``)`   `# Driver Code` `if` `__name__ ``=``=` `"__main__"``:` `    `  `    ``str` `=` `"geeks"` `    ``print``(findMinInsertions(``str``, ``0``, ``len``(``str``) ``-` `1``))`   `# This code is contributed by ita_c`

## C#

 `// A Naive recursive C# program ` `// to find minimum number ` `// insertions needed to make ` `// a string palindrome` `using` `System;`   `class` `GFG` `{` `    ``// Recursive function to ` `    ``// find minimum number of` `    ``// insertions` `    ``static` `int` `findMinInsertions(``char` `[]str, ` `                                 ``int` `l, ``int` `h)` `    ``{` `        ``// Base Cases` `        ``if` `(l > h) ``return` `int``.MaxValue;` `        ``if` `(l == h) ``return` `0;` `        ``if` `(l == h - 1) ` `            ``return` `(str[l] == str[h])? 0 : 1;`   `        ``// Check if the first and ` `        ``// last characters are same. ` `        ``// On the basis of the ` `        ``// comparison result, decide ` `        ``// which subproblem(s) to call` `        ``return` `(str[l] == str[h])?` `                ``findMinInsertions(str, ` `                                  ``l + 1, h - 1):` `                ``(Math.Min(findMinInsertions(str, l, ` `                                            ``h - 1),` `                          ``findMinInsertions(str, l + ` `                                        ``1, h)) + 1);` `    ``} ` `    `  `    ``// Driver Code` `    ``public` `static` `void` `Main()` `    ``{` `        ``string` `str= ``"geeks"``;` `        ``Console.WriteLine(findMinInsertions(str.ToCharArray(),` `                                            ``0, str.Length - 1)); ` `    ``}` `}`   `// This code is contributed by Sam007`

## Javascript

 ``

Output

`3`

Time Complexity: O(2n)

Auxiliary Space: O(n)

Dynamic Programming based Solution
If we observe the above approach carefully, we can find that it exhibits overlapping subproblems
Suppose we want to find the minimum number of insertions in string “abcde”:

```                      abcde
/       |      \
/        |        \
bcde         abcd       bcd  <- case 3 is discarded as str[l] != str[h]
/   |   \       /   |   \
/    |    \     /    |    \
cde   bcd  cd   bcd abc bc
/ | \  / | \ /|\ / | \
de cd d cd bc c………………….```

The substrings in bold show that the recursion is to be terminated and the recursion tree cannot originate from there. Substring in the same color indicates overlapping subproblems.

How to re-use solutions of subproblems? The memorization technique is used to avoid similar subproblem recalls. We can create a table to store the results of subproblems so that they can be used directly if the same subproblem is encountered again.
The below table represents the stored values for the string abcde.

```a b c d e
----------
0 1 2 3 4
0 0 1 2 3
0 0 0 1 2
0 0 0 0 1
0 0 0 0 0```

How to fill the table?
The table should be filled in a diagonal fashion. For the string abcde, 0….4, the following should be ordered in which the table is filled:

```Gap = 1: (0, 1) (1, 2) (2, 3) (3, 4)

Gap = 2: (0, 2) (1, 3) (2, 4)

Gap = 3: (0, 3) (1, 4)

Gap = 4: (0, 4)```

Below is the implementation of the above approach:

## C++

 `// A Dynamic Programming based program to find ` `// minimum number insertions needed to make a ` `// string palindrome ` `#include ` `using` `namespace` `std;`     `// A DP function to find minimum` `// number of insertions ` `int` `findMinInsertionsDP(``char` `str[], ``int` `n) ` `{ ` `    ``// Create a table of size n*n. table[i][j] ` `    ``// will store minimum number of insertions ` `    ``// needed to convert str[i..j] to a palindrome. ` `    ``int` `table[n][n], l, h, gap; `   `    ``// Initialize all table entries as 0 ` `    ``memset``(table, 0, ``sizeof``(table)); `   `    ``// Fill the table ` `    ``for` `(gap = 1; gap < n; ++gap) ` `        ``for` `(l = 0, h = gap; h < n; ++l, ++h) ` `            ``table[l][h] = (str[l] == str[h])? ` `                        ``table[l + 1][h - 1] : ` `                        ``(min(table[l][h - 1], ` `                             ``table[l + 1][h]) + 1); `   `    ``// Return minimum number of insertions` `    ``// for str[0..n-1] ` `    ``return` `table[n - 1]; ` `} `   `// Driver Code` `int` `main() ` `{ ` `    ``char` `str[] = ``"geeks"``; ` `    ``cout << findMinInsertionsDP(str, ``strlen``(str)); ` `    ``return` `0; ` `} `   `// This is code is contributed by rathbhupendra`

## C

 `// A Dynamic Programming based program to find` `// minimum number insertions needed to make a` `// string palindrome` `#include ` `#include `   `// A utility function to find minimum of two integers` `int` `min(``int` `a, ``int` `b)` `{   ``return` `a < b ? a : b;  }`   `// A DP function to find minimum number of insertions` `int` `findMinInsertionsDP(``char` `str[], ``int` `n)` `{` `    ``// Create a table of size n*n. table[i][j]` `    ``// will store minimum number of insertions ` `    ``// needed to convert str[i..j] to a palindrome.` `    ``int` `table[n][n], l, h, gap;`   `    ``// Initialize all table entries as 0` `    ``memset``(table, 0, ``sizeof``(table));`   `    ``// Fill the table` `    ``for` `(gap = 1; gap < n; ++gap)` `        ``for` `(l = 0, h = gap; h < n; ++l, ++h)` `            ``table[l][h] = (str[l] == str[h])?` `                          ``table[l+1][h-1] :` `                          ``(min(table[l][h-1], ` `                           ``table[l+1][h]) + 1);`   `    ``// Return minimum number of insertions for` `    ``// str[0..n-1]` `    ``return` `table[n-1];` `}`   `// Driver program to test above function.` `int` `main()` `{` `    ``char` `str[] = ``"geeks"``;` `    ``printf``(``"%d"``, findMinInsertionsDP(str, ``strlen``(str)));` `    ``return` `0;` `}`

## Java

 `// A Java solution for Dynamic Programming` `// based program to find minimum number` `// insertions needed to make a string` `// palindrome` `import` `java.util.Arrays;`   `class` `GFG` `{` `    ``// A DP function to find minimum number` `    ``// of insertions` `    ``static` `int` `findMinInsertionsDP(``char` `str[], ``int` `n)` `    ``{` `        ``// Create a table of size n*n. table[i][j]` `        ``// will store minimum number of insertions` `        ``// needed to convert str[i..j] to a palindrome.` `        ``int` `table[][] = ``new` `int``[n][n];` `        ``int` `l, h, gap;`   `        ``// Fill the table` `        ``for` `(gap = ``1``; gap < n; ++gap)` `        ``for` `(l = ``0``, h = gap; h < n; ++l, ++h)` `            ``table[l][h] = (str[l] == str[h])?` `                           ``table[l+``1``][h-``1``] :` `                          ``(Integer.min(table[l][h-``1``],` `                                 ``table[l+``1``][h]) + ``1``);`   `        ``// Return minimum number of insertions` `        ``// for str[0..n-1]` `        ``return` `table[``0``][n-``1``];` `    ``}`   `    ``// Driver program to test above function.` `    ``public` `static` `void` `main(String args[])` `    ``{` `        ``String str = ``"geeks"``;` `        ``System.out.println(` `        ``findMinInsertionsDP(str.toCharArray(), str.length()));` `    ``}` `}` `// This code is contributed by Sumit Ghosh`

## Python3

 `# A Dynamic Programming based program to ` `# find minimum number insertions needed ` `# to make a string palindrome`   `# A utility function to find minimum ` `# of two integers` `def` `Min``(a, b):` `    ``return` `min``(a, b)`   `# A DP function to find minimum number` `# of insertions` `def` `findMinInsertionsDP(str1, n):`   `    ``# Create a table of size n*n. table[i][j]` `    ``# will store minimum number of insertions ` `    ``# needed to convert str1[i..j] to a palindrome.` `    ``table ``=` `[[``0` `for` `i ``in` `range``(n)] ` `                ``for` `i ``in` `range``(n)]` `    ``l, h, gap ``=` `0``, ``0``, ``0`   `    ``# Fill the table` `    ``for` `gap ``in` `range``(``1``, n):` `        ``l ``=` `0` `        ``for` `h ``in` `range``(gap, n):` `            ``if` `str1[l] ``=``=` `str1[h]:` `                ``table[l][h] ``=` `table[l ``+` `1``][h ``-` `1``]` `            ``else``:` `                ``table[l][h] ``=` `(``Min``(table[l][h ``-` `1``], ` `                                   ``table[l ``+` `1``][h]) ``+` `1``)` `            ``l ``+``=` `1`   `    ``# Return minimum number of insertions ` `    ``# for str1[0..n-1]` `    ``return` `table[``0``][n ``-` `1``];`   `# Driver Code` `str1 ``=` `"geeks"` `print``(findMinInsertionsDP(str1, ``len``(str1)))`   `# This code is contributed by ` `# Mohit kumar 29`

## C#

 `// A C# solution for Dynamic Programming` `// based program to find minimum number` `// insertions needed to make a string` `// palindrome` `using` `System;`   `class` `GFG` `{` `    ``// A DP function to find minimum number` `    ``// of insertions` `    ``static` `int` `findMinInsertionsDP(``char` `[]str, ``int` `n)` `    ``{` `        ``// Create a table of size n*n. table[i][j]` `        ``// will store minimum number of insertions` `        ``// needed to convert str[i..j] to a palindrome.` `        ``int` `[,]table = ``new` `int``[n, n];` `        ``int` `l, h, gap;`   `        ``// Fill the table` `        ``for` `(gap = 1; gap < n; ++gap)` `        ``for` `(l = 0, h = gap; h < n; ++l, ++h)` `            ``table[l, h] = (str[l] == str[h])?` `                        ``table[l+1, h-1] :` `                        ``(Math.Min(table[l, h-1],` `                                ``table[l+1, h]) + 1);`   `        ``// Return minimum number of insertions` `        ``// for str[0..n-1]` `        ``return` `table[0, n-1];` `    ``}`   `    ``// Driver code` `    ``public` `static` `void` `Main()` `    ``{` `        ``String str = ``"geeks"``;` `        ``Console.Write(` `        ``findMinInsertionsDP(str.ToCharArray(), str.Length));` `    ``}` `}`   `// This code is contributed by Rajput-Ji`

## Javascript

 ``

Output

`3`

Time complexity: O(N2
Auxiliary Space: O(N2)

Another Dynamic Programming Solution (Variation of Longest Common Subsequence Problem)
The problem of finding minimum insertions can also be solved using Longest Common Subsequence (LCS) Problem. If we find out the LCS of string and its reverse, we know how many maximum characters can form a palindrome. We need to insert the remaining characters. Following are the steps.

1. Find the length of LCS of the input string and its reverse. Let the length be ‘l’.
2. The minimum number of insertions needed is the length of the input string minus ‘l’.

Below is the implementation of the above approach:

## C++

 `// An LCS based program to find minimum number ` `// insertions needed to make a string palindrome ` `#include ` `using` `namespace` `std;` ` `    `// Returns length of LCS for X[0..m-1], Y[0..n-1]. ` `int` `lcs( string X, string Y, ``int` `m, ``int` `n ) ` `{ ` `    ``int` `L[m+1][n+1]; ` `    ``int` `i, j; ` `    `  `    ``/* Following steps build L[m+1][n+1] in bottom ` `        ``up fashion. Note that L[i][j] contains length ` `        ``of LCS of X[0..i-1] and Y[0..j-1] */` `    ``for` `(i = 0; i <= m; i++) ` `    ``{ ` `        ``for` `(j = 0; j <= n; j++) ` `        ``{ ` `        ``if` `(i == 0 || j == 0) ` `            ``L[i][j] = 0; ` `    `  `        ``else` `if` `(X[i - 1] == Y[j - 1]) ` `            ``L[i][j] = L[i - 1][j - 1] + 1; ` `    `  `        ``else` `            ``L[i][j] = max(L[i - 1][j], L[i][j - 1]); ` `        ``} ` `    ``} ` `    `  `    ``/* L[m][n] contains length of LCS for X[0..n-1] ` `        ``and Y[0..m-1] */` `    ``return` `L[m][n]; ` `} `   `void` `reverseStr(string& str) ` `{ ` `    ``int` `n = str.length(); `   `    ``// Swap character starting from two ` `    ``// corners ` `    ``for` `(``int` `i = 0; i < n / 2; i++) ` `        ``swap(str[i], str[n - i - 1]); ` `} `   `// LCS based function to find minimum number of ` `// insertions ` `int` `findMinInsertionsLCS(string str, ``int` `n) ` `{ ` `    ``// Creata another string to store reverse of 'str' ` `    ``string rev = ``""``; ` `    ``rev = str; ` `    ``reverseStr(rev); ` `    `  `    ``// The output is length of string minus length of lcs of ` `    ``// str and it reverse ` `    ``return` `(n - lcs(str, rev, n, n)); ` `} `   `// Driver code` `int` `main() ` `{ ` `    ``string str = ``"geeks"``; ` `    ``cout << findMinInsertionsLCS(str, str.length()); ` `    ``return` `0; ` `} `   `// This code is contributed by rathbhupendra`

## C

 `// An LCS based program to find minimum number` `// insertions needed to make a string palindrome` `#include` `#include `   `/* Utility function to get max of 2 integers */` `int` `max(``int` `a, ``int` `b)` `{   ``return` `(a > b)? a : b; }`   `/* Returns length of LCS for X[0..m-1], Y[0..n-1]. ` `   ``See http://goo.gl/bHQVP for details of this ` `   ``function */` `int` `lcs( ``char` `*X, ``char` `*Y, ``int` `m, ``int` `n )` `{` `   ``int` `L[m+1][n+1];` `   ``int` `i, j;`   `   ``/* Following steps build L[m+1][n+1] in bottom ` `      ``up fashion. Note that L[i][j] contains length` `      ``of LCS of X[0..i-1] and Y[0..j-1] */` `   ``for` `(i=0; i<=m; i++)` `   ``{` `     ``for` `(j=0; j<=n; j++)` `     ``{` `       ``if` `(i == 0 || j == 0)` `         ``L[i][j] = 0;`   `       ``else` `if` `(X[i-1] == Y[j-1])` `         ``L[i][j] = L[i-1][j-1] + 1;`   `       ``else` `         ``L[i][j] = max(L[i-1][j], L[i][j-1]);` `     ``}` `   ``}`   `   ``/* L[m][n] contains length of LCS for X[0..n-1]` `     ``and Y[0..m-1] */` `   ``return` `L[m][n];` `}`   `// LCS based function to find minimum number of ` `// insertions` `int` `findMinInsertionsLCS(``char` `str[], ``int` `n)` `{` `   ``// Creata another string to store reverse of 'str'` `   ``char` `rev[n+1];` `   ``strcpy``(rev, str);` `   ``strrev(rev);`   `   ``// The output is length of string minus length of lcs of` `   ``// str and it reverse` `   ``return` `(n - lcs(str, rev, n, n));` `}`   `// Driver program to test above functions` `int` `main()` `{` `    ``char` `str[] = ``"geeks"``;` `    ``printf``(``"%d"``, findMinInsertionsLCS(str, ``strlen``(str)));` `    ``return` `0;` `}`

## Java

 `// An LCS based Java program to find minimum` `// number insertions needed to make a string` `// palindrome` `class` `GFG` `{` `    ``/* Returns length of LCS for X[0..m-1],` `       ``Y[0..n-1]. See http://goo.gl/bHQVP for` `       ``details of this function */` `    ``static` `int` `lcs( String X, String Y, ``int` `m, ``int` `n )` `    ``{` `        ``int` `L[][] = ``new` `int``[m+``1``][n+``1``];` `        ``int` `i, j;`   `        ``/* Following steps build L[m+1][n+1] in` `           ``bottom up fashion. Note that L[i][j]` `           ``contains length of LCS of X[0..i-1]` `           ``and Y[0..j-1] */` `        ``for` `(i=``0``; i<=m; i++)` `        ``{` `            ``for` `(j=``0``; j<=n; j++)` `            ``{` `                ``if` `(i == ``0` `|| j == ``0``)` `                    ``L[i][j] = ``0``;`   `                ``else` `if` `(X.charAt(i-``1``) == Y.charAt(j-``1``))` `                    ``L[i][j] = L[i-``1``][j-``1``] + ``1``;`   `                ``else` `                    ``L[i][j] = Integer.max(L[i-``1``][j], L[i][j-``1``]);` `            ``}` `        ``}`   `        ``/* L[m][n] contains length of LCS for` `           ``X[0..n-1] and Y[0..m-1] */` `        ``return` `L[m][n];` `    ``}`   `    ``// LCS based function to find minimum number` `    ``// of insertions` `    ``static` `int` `findMinInsertionsLCS(String str, ``int` `n)` `    ``{` `        ``// Using StringBuffer to reverse a String` `        ``StringBuffer sb = ``new` `StringBuffer(str);` `        ``sb.reverse();` `        ``String revString = sb.toString();`   `        ``// The output is length of string minus` `        ``// length of lcs of str and it reverse` `        ``return` `(n - lcs(str, revString , n, n));` `    ``}`   `    ``// Driver program to test above functions` `    ``public` `static` `void` `main(String args[])` `    ``{` `        ``String str = ``"geeks"``;` `        ``System.out.println(` `        ``findMinInsertionsLCS(str, str.length()));` `    ``}` `}` `// This code is contributed by Sumit Ghosh`

## Python3

 `# An LCS based Python3 program to find minimum ` `# number insertions needed to make a string ` `# palindrome `   `""" Returns length of LCS for X[0..m-1], ` `Y[0..n-1]. See http://goo.gl/bHQVP for ` `details of this function """` `def` `lcs(X, Y, m, n) : `   `    ``L ``=` `[[``0` `for` `i ``in` `range``(n ``+` `1``)] ``for` `j ``in` `range``(m ``+` `1``)] `   `    ``""" Following steps build L[m + 1, n + 1] in ` `    ``bottom up fashion. Note that L[i, j] ` `    ``contains length of LCS of X[0..i - 1] ` `    ``and Y[0..j - 1] """` `    ``for` `i ``in` `range``(m ``+` `1``) :     ` `        ``for` `j ``in` `range``(n ``+` `1``) :       ` `            ``if` `(i ``=``=` `0` `or` `j ``=``=` `0``) : ` `                ``L[i][j] ``=` `0`   `            ``elif` `(X[i ``-` `1``] ``=``=` `Y[j ``-` `1``]) :` `                ``L[i][j] ``=` `L[i ``-` `1``][j ``-` `1``] ``+` `1` `            ``else` `:` `                ``L[i][j] ``=` `max``(L[i ``-` `1``][j], L[i][j ``-` `1``]) `   `    ``""" L[m,n] contains length of LCS for ` `    ``X[0..n-1] and Y[0..m-1] """` `    ``return` `L[m][n]` `    `  `# LCS based function to find minimum number ` `# of insertions ` `def` `findMinInsertionsLCS(``Str``, n) : `   `    ``# Using charArray to reverse a String ` `    ``charArray ``=` `list``(``Str``)` `    ``charArray.reverse() ` `    ``revString ``=` `"".join(charArray)` `    `  `    ``# The output is length of string minus ` `    ``# length of lcs of str and it reverse ` `    ``return` `(n ``-` `lcs(``Str``, revString , n, n))`   `# Driver code  ` `Str` `=` `"geeks"` `print``(findMinInsertionsLCS(``Str``,``len``(``Str``))) `   `# This code is contributed by divyehrabadiya07`

## C#

 `// An LCS based C# program to find minimum` `// number insertions needed to make a string` `// palindrome` `using` `System;`   `class` `GFG` `{` `    ``/* Returns length of LCS for X[0..m-1],` `    ``Y[0..n-1]. See http://goo.gl/bHQVP for` `    ``details of this function */` `    ``static` `int` `lcs( ``string` `X, ``string` `Y, ``int` `m, ``int` `n )` `    ``{` `        ``int``[,] L = ``new` `int``[m + 1, n + 1];` `        ``int` `i, j;`   `        ``/* Following steps build L[m+1,n+1] in` `        ``bottom up fashion. Note that L[i,j]` `        ``contains length of LCS of X[0..i-1]` `        ``and Y[0..j-1] */` `        ``for` `(i = 0; i <= m; i++)` `        ``{` `            ``for` `(j = 0; j <= n; j++)` `            ``{` `                ``if` `(i == 0 || j == 0)` `                    ``L[i, j] = 0;`   `                ``else` `if` `(X[i - 1] == Y[j - 1])` `                    ``L[i, j] = L[i - 1, j - 1] + 1;`   `                ``else` `                    ``L[i, j] = Math.Max(L[i - 1, j], L[i, j - 1]);` `            ``}` `        ``}`   `        ``/* L[m,n] contains length of LCS for` `        ``X[0..n-1] and Y[0..m-1] */` `        ``return` `L[m,n];` `    ``}`   `    ``// LCS based function to find minimum number` `    ``// of insertions` `    ``static` `int` `findMinInsertionsLCS(``string` `str, ``int` `n)` `    ``{` `        ``// Using charArray to reverse a String` `        ``char``[] charArray = str.ToCharArray();` `        ``Array.Reverse(charArray);` `        ``string` `revString = ``new` `string``(charArray);`   `        ``// The output is length of string minus` `        ``// length of lcs of str and it reverse` `        ``return` `(n - lcs(str, revString , n, n));` `    ``}`   `    ``// Driver code` `    ``static` `void` `Main()` `    ``{` `        ``string` `str = ``"geeks"``;` `        ``Console.WriteLine(findMinInsertionsLCS(str,str.Length));` `    ``}` `}`   `// This code is contributed by mits`

## Javascript

 ``

Output

`3`

Time complexity: O(N2
Auxiliary Space: O(N2

Space Optimization Method: The above code can be space optimized by using only 1d array instead of 2d array. In the dp table we only need previous row and current row elements.

## C++

 `// An LCS based program to find minimum number` `// insertions needed to make a string palindrome` `#include ` `using` `namespace` `std;`   `// Returns length of LCS for X[0..m-1], Y[0..n-1].` `int` `lcs(string X, string Y, ``int` `m, ``int` `n)` `{` `    ``vector<``int``> prev(n + 1, 0), curr(n + 1, 0);` `    ``int` `i, j;`   `    ``for` `(i = 0; i <= m; i++) {` `        ``for` `(j = 0; j <= n; j++) {` `            ``if` `(i == 0 || j == 0)` `                ``prev[j] = 0;`   `            ``else` `if` `(X[i - 1] == Y[j - 1])` `                ``curr[j] = prev[j - 1] + 1;`   `            ``else` `                ``curr[j] = max(prev[j], curr[j - 1]);` `        ``}` `      `  `        ``prev = curr;` `    ``}`   `    ``/* L[m][n] contains length of LCS for X[0..n-1]` `            ``and Y[0..m-1] */` `    ``return` `prev[n];` `}`   `void` `reverseStr(string& str)` `{` `    ``int` `n = str.length();`   `    ``// Swap character starting from two` `    ``// corners` `    ``for` `(``int` `i = 0; i < n / 2; i++)` `        ``swap(str[i], str[n - i - 1]);` `}`   `// LCS based function to find minimum number of` `// insertions` `int` `findMinInsertionsLCS(string str, ``int` `n)` `{` `    ``// Creata another string to store reverse of 'str'` `    ``string rev = ``""``;` `    ``rev = str;` `    ``reverseStr(rev);`   `    ``// The output is length of string minus length of lcs of` `    ``// str and it reverse` `    ``return` `(n - lcs(str, rev, n, n));` `}`   `// Driver code` `int` `main()` `{` `    ``string str = ``"geeks"``;` `    ``cout << findMinInsertionsLCS(str, str.length());` `    ``return` `0;` `}`   `// This code is contributed by Sanskar`

## C#

 `/* C# program to implement an LCS based approach` `to find minimum number of insertions needed` `to make a string palindrome*/`   `using` `System;` `using` `System.Collections.Generic;`   `class` `GFG {` `    ``// Returns length of LCS for X[0..m-1], Y[0..n-1].` `    ``static` `int` `Lcs(``string` `X, ``string` `Y, ``int` `m, ``int` `n)` `    ``{` `        ``int``[] prev = ``new` `int``[n + 1];` `        ``int``[] curr = ``new` `int``[n + 1];` `        ``int` `i, j;`   `        ``for` `(i = 0; i <= m; i++) {` `            ``for` `(j = 0; j <= n; j++) {` `                ``if` `(i == 0 || j == 0)` `                    ``prev[j] = 0;`   `                ``else` `if` `(X[i - 1] == Y[j - 1])` `                    ``curr[j] = prev[j - 1] + 1;`   `                ``else` `                    ``curr[j]` `                        ``= Math.Max(prev[j], curr[j - 1]);` `            ``}`   `            ``prev = curr;` `        ``}`   `        ``/* L[m][n] contains length of LCS for X[0..n-1]` `                ``and Y[0..m-1] */` `        ``return` `prev[n];` `    ``}`   `    ``// LCS based function to find minimum number of` `    ``// insertions` `    ``static` `int` `FindMinInsertionsLCS(``string` `str, ``int` `n)` `    ``{` `        ``// Creat another string to store reverse of 'str'` `        ``char``[] tmp = str.ToCharArray();` `        ``Array.Reverse(tmp);` `        ``string` `rev = ``new` `string``(tmp);`   `        ``// The output is length of string minus length of` `        ``// lcs of str and it reverse` `        ``return` `(n - Lcs(str, rev, n, n));` `    ``}`   `    ``// Driver code` `    ``static` `void` `Main(``string``[] args)` `    ``{` `        ``string` `str = ``"geeks"``;` `        ``Console.WriteLine(` `            ``FindMinInsertionsLCS(str, str.Length));` `    ``}` `}` `// This code is contributed by cavi4762`

Output

`3`

Time complexity: O(N2
Auxiliary Space: O(N)

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Minimum number of Appends needed to make a string palindrome