Given two strings of lower alphabet characters, we need to find the number of ways to insert a character in the first string such that length of LCS of both strings increases by one.
Examples:
Input : str1 = “abab”, str2 = “abc” Output : 3 LCS length of given two strings is 2. There are 3 ways of insertion in str1, to increase the LCS length by one which are enumerated below, str1 = “abcab” str2 = “abc” LCS length = 3 str1 = “abacb” str2 = “abc” LCS length = 3 str1 = “ababc” str2 = “abc” LCS length = 3 Input : str1 = “abcabc”, str2 = “abcd” Output : 4
The idea is try all 26 possible characters at each position of first string, if length of str1 is m then a new character can be inserted in (m + 1) positions, now suppose at any time character c is inserted at ith position in str1 then we will match it with all positions having character c in str2. Suppose one such position is j, then for total LCS length to be one more than previous, below condition should satisfy,
LCS(str1[1, m], str2[1, n]) = LCS(str1[1, i], str2[1, j-1]) + LCS(str1[i+1, m], str2[j+1, n])
Above equation states that sum of LCS of the suffix and prefix substrings at inserted character must be same as total LCS of strings, so that when the same character is inserted in first string it will increase the length of LCS by one.
In below code two 2D arrays, lcsl and lcsr are used for storing LCS of prefix and suffix of strings respectively. Method for filling these 2D arrays can be found here.
Please see below code for better understanding,
// C++ program to get number of ways to increase // LCS by 1 #include <bits/stdc++.h> using namespace std;
#define M 26 // Utility method to get integer position of lower // alphabet character int toInt( char ch)
{ return (ch - 'a' );
} // Method returns total ways to increase LCS length by 1 int waysToIncreaseLCSBy1(string str1, string str2)
{ int m = str1.length(), n = str2.length();
// Fill positions of each character in vector
vector< int > position[M];
for ( int i = 1; i <= n; i++)
position[toInt(str2[i-1])].push_back(i);
int lcsl[m + 2][n + 2];
int lcsr[m + 2][n + 2];
// Initializing 2D array by 0 values
for ( int i = 0; i <= m+1; i++)
for ( int j = 0; j <= n + 1; j++)
lcsl[i][j] = lcsr[i][j] = 0;
// Filling LCS array for prefix substrings
for ( int i = 1; i <= m; i++)
{
for ( int j = 1; j <= n; j++)
{
if (str1[i-1] == str2[j-1])
lcsl[i][j] = 1 + lcsl[i-1][j-1];
else
lcsl[i][j] = max(lcsl[i-1][j],
lcsl[i][j-1]);
}
}
// Filling LCS array for suffix substrings
for ( int i = m; i >= 1; i--)
{
for ( int j = n; j >= 1; j--)
{
if (str1[i-1] == str2[j-1])
lcsr[i][j] = 1 + lcsr[i+1][j+1];
else
lcsr[i][j] = max(lcsr[i+1][j],
lcsr[i][j+1]);
}
}
// Looping for all possible insertion positions
// in first string
int ways = 0;
for ( int i=0; i<=m; i++)
{
// Trying all possible lower case characters
for ( char c= 'a' ; c<= 'z' ; c++)
{
// Now for each character, loop over same
// character positions in second string
for ( int j=0; j<position[toInt(c)].size(); j++)
{
int p = position[toInt(c)][j];
// If both, left and right substrings make
// total LCS then increase result by 1
if (lcsl[i][p-1] + lcsr[i+1][p+1] == lcsl[m][n])
ways++;
}
}
}
return ways;
} // Driver code to test above methods int main()
{ string str1 = "abcabc" ;
string str2 = "abcd" ;
cout << waysToIncreaseLCSBy1(str1, str2);
return 0;
} |
// Java program to get number of ways to increase // LCS by 1 import java.util.*;
class GFG
{ static int M = 26 ;
// Method returns total ways to increase
// LCS length by 1
static int waysToIncreaseLCSBy1(String str1,
String str2)
{
int m = str1.length(), n = str2.length();
// Fill positions of each character in vector
Vector<Integer>[] position = new Vector[M];
for ( int i = 0 ; i < M; i++)
position[i] = new Vector<>();
for ( int i = 1 ; i <= n; i++)
position[str2.charAt(i - 1 ) - 'a' ].add(i);
int [][] lcsl = new int [m + 2 ][n + 2 ];
int [][] lcsr = new int [m + 2 ][n + 2 ];
// Initializing 2D array by 0 values
for ( int i = 0 ; i <= m + 1 ; i++)
for ( int j = 0 ; j <= n + 1 ; j++)
lcsl[i][j] = lcsr[i][j] = 0 ;
// Filling LCS array for prefix substrings
for ( int i = 1 ; i <= m; i++)
{
for ( int j = 1 ; j <= n; j++)
{
if (str1.charAt(i - 1 ) == str2.charAt(j - 1 ))
lcsl[i][j] = 1 + lcsl[i - 1 ][j - 1 ];
else
lcsl[i][j] = Math.max(lcsl[i - 1 ][j],
lcsl[i][j - 1 ]);
}
}
// Filling LCS array for suffix substrings
for ( int i = m; i >= 1 ; i--)
{
for ( int j = n; j >= 1 ; j--)
{
if (str1.charAt(i - 1 ) == str2.charAt(j - 1 ))
lcsr[i][j] = 1 + lcsr[i + 1 ][j + 1 ];
else
lcsr[i][j] = Math.max(lcsr[i + 1 ][j],
lcsr[i][j + 1 ]);
}
}
// Looping for all possible insertion positions
// in first string
int ways = 0 ;
for ( int i = 0 ; i <= m; i++)
{
// Trying all possible lower case characters
for ( char d = 0 ; d < 26 ; d++)
{
// Now for each character, loop over same
// character positions in second string
for ( int j = 0 ; j < position[d].size(); j++)
{
int p = position[d].elementAt(j);
// If both, left and right substrings make
// total LCS then increase result by 1
if (lcsl[i][p - 1 ] +
lcsr[i + 1 ][p + 1 ] == lcsl[m][n])
ways++;
}
}
}
return ways;
}
// Driver Code
public static void main(String[] args)
{
String str1 = "abcabc" ;
String str2 = "abcd" ;
System.out.println(waysToIncreaseLCSBy1(str1, str2));
}
} // This code is contributed by // sanjeev2552 |
# Python3 program to get number of ways to increase # LCS by 1 M = 26
# Method returns total ways to increase LCS length by 1 def waysToIncreaseLCSBy1(str1, str2):
m = len (str1)
n = len (str2)
# Fill positions of each character in vector
# vector<int> position[M];
position = [[] for i in range (M)]
for i in range ( 1 , n + 1 , 1 ):
position[ ord (str2[i - 1 ]) - 97 ].append(i)
# Initializing 2D array by 0 values
lcsl = [[ 0 for i in range (n + 2 )] for j in range (m + 2 )]
lcsr = [[ 0 for i in range (n + 2 )] for j in range (m + 2 )]
# Filling LCS array for prefix substrings
for i in range ( 1 , m + 1 , 1 ):
for j in range ( 1 , n + 1 , 1 ):
if (str1[i - 1 ] = = str2[j - 1 ]):
lcsl[i][j] = 1 + lcsl[i - 1 ][j - 1 ]
else :
lcsl[i][j] = max (lcsl[i - 1 ][j],
lcsl[i][j - 1 ])
# Filling LCS array for suffix substrings
for i in range (m, 0 , - 1 ):
for j in range (n, 0 , - 1 ):
if (str1[i - 1 ] = = str2[j - 1 ]):
lcsr[i][j] = 1 + lcsr[i + 1 ][j + 1 ]
else :
lcsr[i][j] = max (lcsr[i + 1 ][j],
lcsr[i][j + 1 ])
# Looping for all possible insertion positions
# in first string
ways = 0
for i in range ( 0 , m + 1 , 1 ):
# Trying all possible lower case characters
for C in range ( 0 , 26 , 1 ):
# Now for each character, loop over same
# character positions in second string
for j in range ( 0 , len (position[C]), 1 ):
p = position[C][j]
# If both, left and right substrings make
# total LCS then increase result by 1
if (lcsl[i][p - 1 ] + lcsr[i + 1 ][p + 1 ] = = lcsl[m][n]):
ways + = 1
return ways
# Driver code to test above methods str1 = "abcabc"
str2 = "abcd"
print (waysToIncreaseLCSBy1(str1, str2))
# This code is contributed by ankush_953 |
// C# program to get number of ways // to increase LCS by 1 using System;
using System.Collections.Generic;
class GFG{
static int M = 26;
// Method returns total ways to increase // LCS length by 1 static int waysToIncreaseLCSBy1(String str1,
String str2)
{ int m = str1.Length, n = str2.Length;
// Fill positions of each character in vector
List< int >[] position = new List< int >[M];
for ( int i = 0; i < M; i++)
position[i] = new List< int >();
for ( int i = 1; i <= n; i++)
position[str2[i - 1] - 'a' ].Add(i);
int [,] lcsl = new int [m + 2, n + 2];
int [,] lcsr = new int [m + 2, n + 2];
// Initializing 2D array by 0 values
for ( int i = 0; i <= m + 1; i++)
for ( int j = 0; j <= n + 1; j++)
lcsl[i, j] = lcsr[i, j] = 0;
// Filling LCS array for prefix substrings
for ( int i = 1; i <= m; i++)
{
for ( int j = 1; j <= n; j++)
{
if (str1[i - 1] == str2[j - 1])
lcsl[i, j] = 1 + lcsl[i - 1, j - 1];
else
lcsl[i, j] = Math.Max(lcsl[i - 1, j],
lcsl[i, j - 1]);
}
}
// Filling LCS array for suffix substrings
for ( int i = m; i >= 1; i--)
{
for ( int j = n; j >= 1; j--)
{
if (str1[i - 1] == str2[j - 1])
lcsr[i, j] = 1 + lcsr[i + 1, j + 1];
else
lcsr[i, j] = Math.Max(lcsr[i + 1, j],
lcsr[i, j + 1]);
}
}
// Looping for all possible insertion
// positions in first string
int ways = 0;
for ( int i = 0; i <= m; i++)
{
// Trying all possible lower
// case characters
for ( int d = 0; d < 26; d++)
{
// Now for each character, loop over same
// character positions in second string
for ( int j = 0; j < position[d].Count; j++)
{
int p = position[d][j];
// If both, left and right substrings make
// total LCS then increase result by 1
if (lcsl[i, p - 1] +
lcsr[i + 1, p + 1] == lcsl[m, n])
ways++;
}
}
}
return ways;
} // Driver Code public static void Main(String[] args)
{ String str1 = "abcabc" ;
String str2 = "abcd" ;
Console.WriteLine(waysToIncreaseLCSBy1(str1, str2));
} } // This code is contributed by Princi Singh |
<script> // JavaScript program to get number of ways to increase // LCS by 1 let M = 26 // Method returns total ways to increase LCS length by 1 function waysToIncreaseLCSBy1(str1, str2)
{ let m = str1.length;
let n = str2.length;
// Fill positions of each character in vector
// vector<int> position[M];
let position = new Array(M);
for (let i = 0; i < M; i++)
position[i] = [];
for (let i = 1; i < n + 1; i++)
{
position[str2.charCodeAt(i-1)-97].push(i)
}
// Initializing 2D array by 0 values
let lcsl = new Array(m+2);
for (let i = 0; i < m + 2; i++)
{
lcsl[i] = new Array(n+2).fill(0);
}
let lcsr = new Array(m + 2);
for (let i = 0; i < m + 2; i++)
{
lcsr[i] = new Array(n+2).fill(0);
}
// Filling LCS array for prefix substrings
for (let i = 1; i < m + 1; i++)
{
for (let j = 1; j < n + 1; j++)
{
if (str1[i-1] == str2[j-1])
lcsl[i][j] = 1 + lcsl[i-1][j-1]
else
lcsl[i][j] = Math.max(lcsl[i-1][j],
lcsl[i][j-1])
}
}
// Filling LCS array for suffix substrings
for (let i = m; i > 0; i--)
{
for (let j = n; j > 0; j--)
{
if (str1[i-1] == str2[j-1])
lcsr[i][j] = 1 + lcsr[i+1][j+1]
else
lcsr[i][j] = Math.max(lcsr[i+1][j],
lcsr[i][j+1])
}
}
// Looping for all possible insertion positions
// in first string
let ways = 0
for (let i = 0; i < m + 1; i++)
{
// Trying all possible lower case characters
for (let C = 0; C < 26; C++)
{
// Now for each character, loop over same
// character positions in second string
for (let j = 0; j < position[C].length; j++)
{
let p = position[C][j]
// If both, left and right substrings make
// total LCS then increase result by 1
if (lcsl[i][p-1] + lcsr[i+1][p+1] == lcsl[m][n])
ways += 1
}
}
}
return ways
} // Driver code to test above methods let str1 = "abcabc"
let str2 = "abcd"
document.write(waysToIncreaseLCSBy1(str1, str2)) // This code is contributed by shinjanpatra </script> |
4
Time Complexity : O(mn)
Auxiliary Space : O(mn)