When I attempt to memoize the recursive solution of the Longest Common Subsequence problem, the memoized soln returns a different answer. I can't quite seem to figure out why ...
#include <iostream>
#include <map>
#include <string>
#include <utility>
using namespace std;
string char_to_string(char c) { return string(1, c); }
map< pair<string, string>, string > hash;
// CORRECTED ANSWER AS PER DUKE'S SOLUTION - THANKS!
string lcsRec(string s1, string s2, string lcs = "") {
pair<string, string> s1s2 = make_pair(s1, s2);
pair< pair<string, string>, string> lcsTriplet = make_pair(s1s2, lcs);
if (hash.count(lcsTriplet)) {
return hash[lcsTriplet];
}
if (s1.size() == 0 || s2.size() == 0)
return hash[lcsTriplet] = lcs;
string s1Minus1 = s1.substr(0, s1.size() - 1);
string s2Minus1 = s2.substr(0, s2.size() - 1);
if (s1[s1.size() - 1] == s2[s2.size() - 1])
return hash[lcsTriplet] = lcsRec(s1Minus1, s2Minus1, char_to_string(s1[s1.size() - 1]) + lcs);
string omits1 = lcsRec(s1Minus1, s2, lcs);
string omits2 = lcsRec(s1, s2Minus1, lcs);
return hash[lcsTriplet] = (omits1.size() > omits2.size()) ? omits1 : omits2;
}
// MEMOIZED SOLUTION
string lcsRec(string s1, string s2, string lcs = "") {
pair<string, string> p0 = make_pair(s1, s2);
if (hash.count(p0)) return hash[p0];
if (s1.size() == 0 || s2.size() == 0)
return hash[p0] = lcs;
string s1Minus1 = s1.substr(0, s1.size() - 1);
string s2Minus1 = s2.substr(0, s2.size() - 1);
if (s1[s1.size() - 1] == s2[s2.size() - 1])
return hash[p0] = lcsRec(s1Minus1, s2Minus1, char_to_string(s1[s1.size() - 1]) + lcs);
string omits1 = lcsRec(s1Minus1, s2, lcs);
string omits2 = lcsRec(s1, s2Minus1, lcs);
return hash[p0] = (omits1.size() > omits2.size()) ? omits1 : omits2;
}
// NON-MEMOIZED SOLUTION
string lcsRec(string s1, string s2, string lcs = "") {
if (s1.size() == 0 || s2.size() == 0)
return lcs;
string s1Minus1 = s1.substr(0, s1.size() - 1);
string s2Minus1 = s2.substr(0, s2.size() - 1);
if (s1[s1.size() - 1] == s2[s2.size() - 1])
return lcsRec(s1Minus1, s2Minus1, char_to_string(s1[s1.size() - 1]) + lcs);
string omits1 = lcsRec(s1Minus1, s2, lcs);
string omits2 = lcsRec(s1, s2Minus1, lcs);
return (omits1.size() > omits2.size()) ? omits1 : omits2;
}
int main() {
// cout << lcsRec("ooappleoot", "motot") << endl;
// hash.clear();
// cout << lcsRec("hello", "hello") << endl;
// hash.clear();
cout << lcsRec("hhelloehellollohello", "hellohellok") << endl;
// for(map< pair<string, string>, string >::iterator iter = hash.begin(); iter != hash.end(); ++iter) {
// cout << iter->first.first << " " << iter->first.second << " " << iter->second << endl;
// }
}
The problem here is that the return value depends on the lcs
parameter, not just s1
and s2
.
So lcsRec(s1, s2, A)
would return a different value from lcsRec(s1, s2, B)
(with A != B
), yet you treat them the same.
One idea would be to separate the lcs
value from the return value, the return value just being the LCS of s1
and s2
, ignoring lcs
(then you may need a helper calling function to put them together at the top level). This could perhaps be done with a pass-by-reference, just be careful, as you don't want the first call to lcsRec
(where you set up omits1
) to change the lcs
value that will be used in the second call (where you set up omits2
).
public static int len(String s1,String s2) {
int n=s1.length();
int m=s2.length();
int[][] a = new int[m][n];
for(int i=0;i<m;i++) {
for(int j=0;j<n;j++) {
a[i][j]=0;
if(s1.charAt(j)==s2.charAt(i)) {
if(i==0 || j==0)
a[i][j]=1;
else
a[i][j]=a[i-1][j-1]+1;
}else {
if(i==0 && j==0)
a[i][j]=0;
else if(i==0)
a[i][j] = a[i][j-1];
else if(j==0)
a[i][j] = a[i-1][j];
else
a[i][j]=Math.max(a[i-1][j], a[i][j-1]);
}
}
}
/*for(int i=0;i<m;i++) {
for(int j=0;j<n;j++) {
System.out.print(a[i][j]+" ");
}
System.out.println();
}*/
return a[m-1][n-1];
}
Uncomment the last print loop to better understand the concept. Briefly its :
a[i][j]=a[i-1][j-1]+1; // if s1[j] == s2[i]
a[i][j]=Math.max(a[i-1][j], a[i][j-1]); // otherwise
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