Longest Common SubstringThe longest common substring problem is a problem that finds the longest substring of two strings. There is one difference between the Longest common subsequence and the longest common substring. In the case of substring, all the elements in the substring must be in contiguous in a original string and the order of the elements in the substring should be same as in the string. In the case of subsequence, we can miss out some elements which means that it is not mandatory that the elements in the substring should be contiguous. Let's understand through an example. Consider two strings given below: S1: a b c d a f S2: b c d f On comparing the above two strings, we will find that: The longest common substring is bcd. The longest common subsequence is bcdf. For example: The two strings are given below: S1: ABABCD S2: BABCDA On comparing the above two strings, we will find that BABCD is the longest common substring. If we have long strings then it won't be possible to find out the longest common substring. So, we use the dynamic programming approach to solve this problem. Algorithm Consider two strings given below: S1: a b c d a f S2: z b c d f
As we can observe in the above table that the first row represents the first string, i.e., S1, and the first column represents the second string, i.e., S2. When i=0, j =0 where S1[i]= z, S2[j] = a Since there is no common string between S1[i] and S2[j] so the length of the longest common substring would be 0.
When i=0, j=1 where S1[i] = z, S2[j] = ab
When i=0, j=2 where S1[i] = z, S2[j] = abc
When i=0, j = 3 where S1[i] = z, S2[j] = abcd
Similarly, we will fill other two columns and table would be:
When i=1, j=0 where S1[1] = b, S2[0] = a
When i=1, j=1 where S1[1] = b, S2[1] = b Since there is one common substring between S1[1] and S2[1], i.e., b so the length of the longest common substring would be 1 shown as below:
When i=1, j=2 where S1[1] = b, S2[2] = c
Since 'b' and 'c' are not same so we put 0 at S[1][2]. When i=1, j=3 where S1[1] = b, S2[3] = d
Since 'b' and 'd' are not same so we put 0 at S[1][3]. When i=1, j= 4 where S1[1] = b, S2[4] = a
When i=1, j=5 where S1[1] = b, S2[5] = f
Since 'b' and 'f' are not same so we put 0 at S[1][5]. When i=2, j= 0 where S1[2] = c and S2[5] = a
Since 'c' and 'a' are not same so we put 0 at S[2][0]. When i=2, j = 1 where S1[2] = 'c' and S2[1] = 'b'
Since 'c' and 'b' are not same so we put 0 at S[2][1]. When i=2, j=2 where S1[2] = 'c' and S2[2] = 'c'
Since both the characters 'c' are same; therefore, "bc" is the common substring among the strings "zbc" and "abc". The length of the longest common substring is 2. When i=2, j=3 where S1[2] = 'c' and S2[3] = 'd'
Since 'c' and 'd' are not same so we put 0 at S[2][3]. When i=2, j=4 where S1[2] = 'c' and S2[4] = 'a'
Since 'c' and 'a' are not same so we put 0 at S[2][4]. When i=2, j=5 where S1[2] = 'c' and S2[5] = 'f'
Since 'c' and 'f' are different so we put 0 at S[2][5]. When i=3, j=0 where S1[3] = 'd' and S2[0] = 'a'
Since 'd' and 'a' are different so we put 0 at S[3][0]. When i=3, j=1 where S1[3] = 'd' and S2[1] = 'b'
Since 'd' and 'b' are not same so we put 0 at S[3][1]. When i=3, j=2 where S1[3] = 'd' and S2[2] = 'c'
Since 'd' and 'c' are not same so we put 0 at S[3][2]. When i=3, j=3 where S1[3] = 'd' and S2[3] = 'd'
Since both the characters, i.e., 'd' is same; therefore, 'bcd' is common substring among the strings 'abcd' and 'zbcd'. The length of longest common substring is 3. Similarly, we will calculate the values of other two columns, i.e., S[3][4] and S[3][5] shown in the below table:
The final table would be:
As we can observe in the above table that the length of the longest common substring is 3. We can also find the longest common substring from the above table. First, we move to the column having highest value, i.e., 3 and the character corresponding to 3 is 'd', move diagonally across 3 and the number is 2. The character corresponding to 2 is 'c' and again we move diagonally across the 2 and the value is 1. The character corresponding to 1 value is 'b'. Therefore, the substring would be "bcd".
Next TopicShortest Common Supersequence
