Given two strings s1, s2 and K, find the length of the longest subsequence formed by consecutive segments of at least length K.
Examples:
Input : s1 = aggayxysdfa s2 = aggajxaaasdfa k = 4 Output : 8 Explanation: aggasdfa is the longest subsequence that can be formed by taking consecutive segments, minimum of length 4. Here segments are "agga" and "sdfa" which are of length 4 which is included in making the longest subsequence. Input : s1 = aggasdfa s2 = aggajasdfaxy k = 5 Output : 5 Input: s1 = "aabcaaaa" s2 = "baaabcd" k = 3 Output: 4 Explanation: "aabc" is the longest subsequence that is formed by taking segment of minimum length 3. The segment is of length 4.
Prerequisite: Longest Common Subsequence
Create a LCS[][] array where LCSi, j denotes the length of the longest common subsequence formed by characters of s1 till i and s2 till j having consecutive segments of at least length K. Create a cnt[][] array to count the length of the common segment. cnti, j= cnti-1, j-1+1 when s1[i-1]==s2[j-1]. If characters are not equal then segments are not equal hence mark cnti, j as 0.
When cnti, j>=k, then update the lcs value by adding the value of lcsi-a, j-a where a is the length of the segments a<=cnti, j. The answer for the longest subsequence with consecutive segments of at least length k will be stored in lcs[n][m] where n and m are the length of string1 and string2.
Implementation:
C++
// CPP program to find the Length of Longest // subsequence formed by consecutive segments // of at least length K #include <bits/stdc++.h> using namespace std; // Returns the length of the longest common subsequence // with a minimum of length of K consecutive segments int longestSubsequenceCommonSegment( int k, string s1, string s2) { // length of strings int n = s1.length(); int m = s2.length(); // declare the lcs and cnt array int lcs[n + 1][m + 1]; int cnt[n + 1][m + 1]; // initialize the lcs and cnt array to 0 memset (lcs, 0, sizeof (lcs)); memset (cnt, 0, sizeof (cnt)); // iterate from i=1 to n and j=1 to j=m for ( int i = 1; i <= n; i++) { for ( int j = 1; j <= m; j++) { // stores the maximum of lcs[i-1][j] and lcs[i][j-1] lcs[i][j] = max(lcs[i - 1][j], lcs[i][j - 1]); // when both the characters are equal // of s1 and s2 if (s1[i - 1] == s2[j - 1]) cnt[i][j] = cnt[i - 1][j - 1] + 1; // when length of common segment is // more than k, then update lcs answer // by adding that segment to the answer if (cnt[i][j] >= k) { // formulate for all length of segments // to get the longest subsequence with // consecutive Common Segment of length // of min k length for ( int a = k; a <= cnt[i][j]; a++) // update lcs value by adding segment length lcs[i][j] = max(lcs[i][j], lcs[i - a][j - a] + a); } } } return lcs[n][m]; } // driver code to check the above function int main() { int k = 4; string s1 = "aggasdfa" ; string s2 = "aggajasdfa" ; cout << longestSubsequenceCommonSegment(k, s1, s2); return 0; } |
Java
// Java program to find the Length of Longest // subsequence formed by consecutive segments // of at least length K class GFG { // Returns the length of the longest common subsequence // with a minimum of length of K consecutive segments static int longestSubsequenceCommonSegment( int k, String s1, String s2) { // length of strings int n = s1.length(); int m = s2.length(); // declare the lcs and cnt array int lcs[][] = new int [n + 1 ][m + 1 ]; int cnt[][] = new int [n + 1 ][m + 1 ]; // iterate from i=1 to n and j=1 to j=m for ( int i = 1 ; i <= n; i++) { for ( int j = 1 ; j <= m; j++) { // stores the maximum of lcs[i-1][j] and lcs[i][j-1] lcs[i][j] = Math.max(lcs[i - 1 ][j], lcs[i][j - 1 ]); // when both the characters are equal // of s1 and s2 if (s1.charAt(i - 1 ) == s2.charAt(j - 1 )) cnt[i][j] = cnt[i - 1 ][j - 1 ] + 1 ; // when length of common segment is // more than k, then update lcs answer // by adding that segment to the answer if (cnt[i][j] >= k) { // formulate for all length of segments // to get the longest subsequence with // consecutive Common Segment of length // of min k length for ( int a = k; a <= cnt[i][j]; a++) // update lcs value by adding // segment length lcs[i][j] = Math.max(lcs[i][j], lcs[i - a][j - a] + a); } } } return lcs[n][m]; } // driver code to check the above function public static void main(String[] args) { int k = 4 ; String s1 = "aggasdfa" ; String s2 = "aggajasdfa" ; System.out.println(longestSubsequenceCommonSegment(k, s1, s2)); } } // This code is contributed by prerna saini. |
Python3
# Python3 program to find the Length of Longest # subsequence formed by consecutive segments # of at least length K # Returns the length of the longest common subsequence # with a minimum of length of K consecutive segments def longestSubsequenceCommonSegment(k, s1, s2) : # length of strings n = len (s1) m = len (s2) # declare the lcs and cnt array lcs = [[ 0 for x in range (m + 1 )] for y in range (n + 1 )] cnt = [[ 0 for x in range (m + 1 )] for y in range (n + 1 )] # iterate from i=1 to n and j=1 to j=m for i in range ( 1 , n + 1 ) : for j in range ( 1 , m + 1 ) : # stores the maximum of lcs[i-1][j] and lcs[i][j-1] lcs[i][j] = max (lcs[i - 1 ][j], lcs[i][j - 1 ]) # when both the characters are equal # of s1 and s2 if (s1[i - 1 ] = = s2[j - 1 ]): cnt[i][j] = cnt[i - 1 ][j - 1 ] + 1 ; # when length of common segment is # more than k, then update lcs answer # by adding that segment to the answer if (cnt[i][j] > = k) : # formulate for all length of segments # to get the longest subsequence with # consecutive Common Segment of length # of min k length for a in range (k, cnt[i][j] + 1 ) : # update lcs value by adding # segment length lcs[i][j] = max (lcs[i][j],lcs[i - a][j - a] + a) return lcs[n][m] # Driver code k = 4 s1 = "aggasdfa" s2 = "aggajasdfa" print (longestSubsequenceCommonSegment(k, s1, s2)) # This code is contributed by Nikita Tiwari. |
C#
// C# program to find the Length of Longest // subsequence formed by consecutive segments // of at least length K using System; class GFG { // Returns the length of the longest common subsequence // with a minimum of length of K consecutive segments static int longestSubsequenceCommonSegment( int k, string s1, string s2) { // length of strings int n = s1.Length; int m = s2.Length; // declare the lcs and cnt array int [,]lcs = new int [n + 1,m + 1]; int [,]cnt = new int [n + 1,m + 1]; // iterate from i=1 to n and j=1 to j=m for ( int i = 1; i <= n; i++) { for ( int j = 1; j <= m; j++) { // stores the maximum of lcs[i-1][j] and lcs[i][j-1] lcs[i,j] = Math.Max(lcs[i - 1,j], lcs[i,j - 1]); // when both the characters are equal // of s1 and s2 if (s1[i - 1] == s2[j - 1]) cnt[i,j] = cnt[i - 1,j - 1] + 1; // when length of common segment is // more than k, then update lcs answer // by adding that segment to the answer if (cnt[i,j] >= k) { // formulate for all length of segments // to get the longest subsequence with // consecutive Common Segment of length // of min k length for ( int a = k; a <= cnt[i,j]; a++) // update lcs value by adding // segment length lcs[i,j] = Math.Max(lcs[i,j], lcs[i - a,j - a] + a); } } } return lcs[n,m]; } // driver code to check the above function public static void Main() { int k = 4; string s1 = "aggasdfa" ; string s2 = "aggajasdfa" ; Console.WriteLine(longestSubsequenceCommonSegment(k, s1, s2)); } } // This code is contributed by vt_m. |
Javascript
<script> // JavaScript program to find the Length of Longest // subsequence formed by consecutive segments // of at least length K // Returns the length of the longest common subsequence // with a minimum of length of K consecutive segments function longestSubsequenceCommonSegment(k, s1, s2) { // length of strings var n = s1.length; var m = s2.length; // declare the lcs and cnt array var lcs = Array.from(Array(n+1), ()=>Array(m+1).fill(0)); var cnt = Array.from(Array(n+1), ()=>Array(m+1).fill(0)); // iterate from i=1 to n and j=1 to j=m for ( var i = 1; i <= n; i++) { for ( var j = 1; j <= m; j++) { // stores the maximum of lcs[i-1][j] and lcs[i][j-1] lcs[i][j] = Math.max(lcs[i - 1][j], lcs[i][j - 1]); // when both the characters are equal // of s1 and s2 if (s1[i - 1] == s2[j - 1]) cnt[i][j] = cnt[i - 1][j - 1] + 1; // when length of common segment is // more than k, then update lcs answer // by adding that segment to the answer if (cnt[i][j] >= k) { // formulate for all length of segments // to get the longest subsequence with // consecutive Common Segment of length // of min k length for ( var a = k; a <= cnt[i][j]; a++) // update lcs value by adding segment length lcs[i][j] = Math.max(lcs[i][j], lcs[i - a][j - a] + a); } } } return lcs[n][m]; } // driver code to check the above function var k = 4; var s1 = "aggasdfa" ; var s2 = "aggajasdfa" ; document.write( longestSubsequenceCommonSegment(k, s1, s2)); </script> |
8
Time Complexity: O(N*M), as we are using nested loops to traverse N*M times.
Auxiliary Space: O(N*M), as we are using extra space for lcs and cnt.
Where N and M are the length of the strings.
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