What are good ways to find all the common subsequences of length k
of two strings?
Example:
s1
= AAGACC
s2
= AGATAACCAGGAGCTGC
all common subsequences of length 5: AAGAC
AAACC
AGACC
AAGCC
One relatively straightforward way would be to reconstruct the sequences from the LCS matrix. Here is an O(n^2 * k + x * n) algorithm to do so, where x is the size of the output (i.e. number of common subsequences of length k). It's in C++, but it should be rather easy to translate to C:
const int N = 100;
int lcs[N][N];
set<tuple<string,int,int,int>> vis;
string s1 = "AAGACC";
string s2 = "AGATAACCAGGAGCTGC";
void reconstruct(const string& res, int i, int j, int k) {
tuple<string,int,int,int> st(res, i, j, k);
if (vis.count(st))
return;
vis.insert(st);
if (lcs[i][j] < k) return;
if (i == 0 && j == 0 && k == 0) {
cout << res << endl;
return;
}
if (i > 0)
reconstruct(res, i-1, j, k);
if (j > 0)
reconstruct(res, i, j-1, k);
if (i>0 && j>0 && s1[i-1] == s2[j-1])
reconstruct(string(1,s1[i-1]) + res, i-1, j-1, k-1);
}
int main() {
lcs[0][0] = 0;
for (int i = 0; i <= s1.size(); ++i)
lcs[i][0] = 0;
for (int j = 0; j <= s1.size(); ++j)
lcs[0][j] = 0;
for (int i = 0; i <= s1.size(); ++i) {
for (int j = 0; j <= s2.size(); ++j) {
if (i > 0)
lcs[i][j] = max(lcs[i][j], lcs[i-1][j]);
if (j > 0)
lcs[i][j] = max(lcs[i][j], lcs[i][j-1]);
if (i > 0 && j > 0 && s1[i-1] == s2[j-1])
lcs[i][j] = max(lcs[i][j], lcs[i-1][j-1] + 1);
}
}
reconstruct("", s1.size(), s2.size(), 5);
}
There should also be an O(n * (k + x)) way to solve this, based on a slightly different DP approach: Let f(i, k) be the minimum index j such that lcs(i, j) >= k. We have the recurrence
f(i, 0) = 0 for all i
f(i, k) = min{f(i-1, k),
minimum j > f(i-1, k-1) such that s2[j] = s1[i]}
We can also reconstruct the sequences of length k from the matrix f.
Create a trie of all the subsequences of given length k
from s1
and then go over s2
and check for each sequence of length k
if it is in the trie.
Here's a version of the algorithm that uses recursion, a stack of size k
and includes two optimizations to skip over characters that have already been seen and to skip sub-subsequences that do not exist. The strings are not unique (there can be duplicates), so run the output through uniq
.
#include <stdio.h>
#include <string.h>
/* s1 is the full first string, s2 is the suffix of the second string
* (starting after the subsequence at depth r),
* pos is the positions of chars in s1, r is the recursion depth,
* and k is the length of subsequences that we are trying to match
*/
void recur(char *s1, char *s2, size_t pos[], size_t r, size_t k)
{
char seen[256] = {0}; /* have we seen a character in s1 before? */
size_t p0 = (r == 0) ? 0 : pos[r-1] + 1; /* start at 0 or pos[r-1]+1 */
size_t p1 = strlen(s1) - k + r; /* stop at end of string - k + r */
size_t p;
if (r == k) /* we made it, print the matching string */
{
for (p=0; p<k; p++)
putchar(s1[pos[p]]);
putchar('\n');
return;
}
for (p=p0; p<=p1; p++) /* at this pos[], loop through chars to end of string */
{
char c = s1[p]; /* get the next char in s1 */
if (seen[c])
continue; /* don't go any further if we've seen this char already */
seen[c] = 1;
pos[r] = p;
char *s = strchr(s2, c); /* is this char in s2 */
if (s != NULL)
recur(s1, s+1, pos, r+1, k); /* recursively proceed with next char */
}
}
int main()
{
char *s1 = "AAGACC";
char *s2 = "AGATAACCAGGAGCTGC";
size_t k = 5;
size_t pos[k];
if (strlen(s1) < k || strlen(s2) < k) /* make sure we have at least k chars in each string */
return 1; /* exit with error */
recur(s1, s2, pos, 0, k);
return 0;
}
The output is:
AAGAC
AAGCC
AAACC
AGACC
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