Convert one string to another
private int findMinOperationsAux(String s1, String s2, int i1, int i2)
if i1 == s1.length // if we have reached the end of s1, so rest of the characters of s2 needs to be deleted.
return s2.length - i2
if i2 == s2.length // we have reached the end of s2, so rest of the characters needs to be inserted in s2
return s1.length - i1
if s1.charAt(i1) == s2.charAt(i2) // if string have a matching character, recursively match for the remaining lengths
return findMinOperationsAux(s1, s2, i1+1, i2+1)
int c1 = 1 + findMinOperationsAux(s1,s2,i1 + 1, i2) // insertion
int c2 = 1 + findMinOperationsAux(s1,s2,i1, i2+1) // deletion
int c3 = 1 + findMinOperationsAux(s1,s2,i1 + 1, i2 + 1) // replacement
return Min(c1, c2, c3)

Top Down approach
private int findMinOperationsRecursive(integer[][] dp, String s1, String s2, int i1, int i2)
if dp[i1][i2] == null
if i1 == s1.length // if we have reached the end of s1, so rest of the characters of s2 needs to be deleted.
return s2.length - i2
if i2 == s2.length // we have reached the end of s2, so rest of the characters needs to be inserted in s2
return s1.length - i1
if s1.charAt(i1) == s2.charAt(i2) // if string have a matching character, recursively match for the remaining lengths
return findMinOperationsAux(s1, s2, i1+1, i2+1)
int c1 = 1 + findMinOperationsAux(s1,s2,i1 + 1, i2) // insertion
int c2 = 1 + findMinOperationsAux(s1,s2,i1, i2+1) // deletion
int c3 = 1 + findMinOperationsAux(s1,s2,i1 + 1, i2 + 1) // replacement
dp[i1][i2] = 1+ Math.min(c1, c2, c3)
return dp[i1][i2]
Bottom Up approach
int findMinOperations(String s1, String s2)
int[][] dp = new int[s1.length +1][s2.length + 1];
for int i1 = 0; i1 < s1.length; i++
dp[i1][0] = i1
for int i2 = 0; i2 < s2.length; i2++
dp[i2][0] = i2
for int i1 = 1; i1 <= s1.length; i1++
for int i2 = 1; i2 <= s2.length; i2++
if s1.charAt(i1 - 1) == s2.charAt(i2 - 1)
dp[i1][i2] = dp[i1 - 1][i2 - 1]
else
dp[i1][i2] = 1 + Math.min(dp[i1 - 1][i2], dp[i1][i2-1], dp[i1-1][i2-1])
return dp[0][0]