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Monday, December 22, 2014

One Edit Distance & Edit Distance

Given two strings S and T, determine if they are both one edit distance apart. 
Hint:
1. If | n – m | is greater than 1, we know immediately both are not one-edit distance apart.
2. It might help if you consider these cases separately, m == n and m ≠ n.
3. Assume that m is always ≤ n, which greatly simplifies the conditional statements. If m > n, we could just simply swap S and T.
4. If m == n, it becomes finding if there is exactly one modified operation. If m ≠ n, you do not have to consider the delete operation. Just consider the insert operation in T.
From Wikipedia:
In computer scienceedit distance is a way of quantifying how dissimilar two strings (e.g., words) are to one another by counting the minimum number of operations required to transform one string into the other.

 Separate the case that S and T have different lengths and have same lengths. Consider some corner cases.
Note since edit distance only allow Insertion, Deletion, and Substitution, the following strings are not one edit distance.

S = " fdgvf "
T = " dfgvf "


public class OneEditDistance {
 public boolean isOneEditDistance(String s, String t)
 {
  if ((s == null && t != null) || (t == null && s != null))
   return false;
  if (s == null && t == null)
   return true;
  if (s.equals(t))
   return true;
  if (Math.abs(t.length() - s.length() )> 1)
   return false;
  if (t.length() == s.length())
   return isOneEditSameLength(s, t);
  return isOneEditDiffLength(s, t);
 }
 private boolean isOneEditSameLength(String s, String t)
 {
  int diff = 0;
  for (int i = 0; i < s.length(); i++)
  {
   if(s.charAt(i) != t.charAt(i))
    diff++;
   if (diff > 1)
    return false;
  }
  return true;
 }
 private boolean isOneEditDiffLength(String s, String t)
 {
  if (s.length() > t.length())
  {
   String tmp = s;
   s = t;
   t = tmp;
  }
  int index = 0;
  while (index < s.length() && s.charAt(index) == t.charAt(index))
  {
   System.out.println(index);
   index++;
  }
  if (index == s.length())
   return true;
  return s.substring(index).equals(t.substring(index + 1));
 }
 
}

Moreover, I find it's helpful to also post this classic DP algorithm to calculate the edit distance of two strings.


public class EditDistance {
    public int minDistance(String word1, String word2) {
        if (word1 == null || word2 == null)
            throw new Error("Null string(s)");
        
        int[][] distance = new int[word1.length() + 1][word2.length() + 1];
        for (int i = 0; i < distance.length; i++)
            distance[i][0] = i;
        for (int j = 1; j < distance[0].length; j++)
            distance[0][j] = j;
        for (int i = 1; i < distance.length; i++)
        {
            for (int j = 1; j < distance[0].length; j++)
            {
                if (word1.charAt(i - 1) == word2.charAt(j - 1))
                    distance[i][j] = distance[i - 1][j - 1];
                else
                {
                    distance[i][j] = Math.min(distance[i - 1][j], distance[i][j - 1]) + 1;
                    distance[i][j] = Math.min(distance[i][j], distance[i - 1][j - 1] + 1);
                }
            }
        }
        return distance[word1.length()][word2.length()];
    }
}

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