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Copy path04 Levenshtein or Edit Distance.cpp
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04 Levenshtein or Edit Distance.cpp
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/**
Problem : Levenshtein /Edit Distance
The Levenshtein distance between two words is the minimum number of single-character edits
(i.e. insertions, deletions or substitutions) required to change one word into the other.
Each of these operations has unit cost.
**/
/**Which of the favors of your Lord will you deny ?**/
#include<bits/stdc++.h>
using namespace std;
#define LL long long
#define PII pair<int,int>
#define PLL pair<LL,LL>
#define MP make_pair
#define F first
#define S second
#define INF INT_MAX
#define ALL(x) (x).begin(), (x).end()
#define DBG(x) cerr << __LINE__ << " says: " << #x << " = " << (x) << endl
#include <ext/pb_ds/assoc_container.hpp>
#include <ext/pb_ds/tree_policy.hpp>
using namespace __gnu_pbds;
template<class TIn>
using indexed_set = tree<
TIn, null_type, less<TIn>,
rb_tree_tag, tree_order_statistics_node_update>;
/*
PBDS
-------------------------------------------------
1) insert(value)
2) erase(value)
3) order_of_key(value) // 0 based indexing
4) *find_by_order(position) // 0 based indexing
*/
inline void optimizeIO()
{
ios_base::sync_with_stdio(false);
cin.tie(NULL);
}
const int nmax = 2e5+7;
const LL LINF = 1e17;
string to_str(LL x)
{
stringstream ss;
ss<<x;
return ss.str();
}
//bool cmp(const PII &A,const PII &B)
//{
//
//}
unordered_map<string,int>dp;
int e_length(string X,string Y,int m,int n)
{
if(m==0 || n==0)
return max(m,n); /** the one which is not 0 **/
string key = to_str(m) + "|" + to_str(n);
if(dp.find(key)!=dp.end())
return dp[key];
if(X[m-1]==Y[n-1])
dp[key] = e_length(X,Y,m-1,n-1);
else
dp[key] = 1 + min(e_length(X,Y,m-1,n-1),min(e_length(X,Y,m,n-1),e_length(X,Y,m-1,n)));
return dp[key];
}
string e_print(string X,string Y,int m,int n)
{
if(m==0 && n==0) return "";
if(m==0) return "+("+Y.substr(0,n)+")"; /** Add the part of Y which is left **/
if(n==0) return "-("+X.substr(0,m)+")"; /** Delete the part of X which is left **/
if(X[m-1]==Y[n-1])
return e_print(X,Y,m-1,n-1) + X.substr(m-1,1);
string key1 = to_str(m-1) + "|" + to_str(n-1);
string key2 = to_str(m-1) + "|" + to_str(n);
string key3 = to_str(m) + "|" + to_str(n-1);
int val1 = dp[key1] , val2 = dp[key2] , val3 = dp[key3];
int minn = min(val1,min(val2,val3));
if(minn==val1) return e_print(X,Y,m-1,n-1) + "(-"+X.substr(m-1,1)+"+"+Y.substr(n-1,1)+")"; /** Substitution **/
if(minn==val2) return e_print(X,Y,m-1,n) + "-"+X.substr(m-1,1); /** Deletion **/
if(minn==val3) return e_print(X,Y,m,n-1) + "+"+Y.substr(n-1,1); /** Addition **/
}
int main()
{
optimizeIO();
string X = "kitten";
string Y = "sitting";
// string X = "kiy";
// string Y = "sitting";
cout<<"X : "<<X<<endl;
cout<<"Y : "<<Y<<endl;
cout<<"Edit Distance : "<<e_length(X,Y,X.size(),Y.size())<<endl;
cout<<"Edit String : "<<e_print(X,Y,X.size(),Y.size())<<endl;
return 0;
}