Damerau-Levenshtein distance - Wikipedia, the free encyclopedia


Damerau–Levenshtein distance - Wikipedia, the free encyclopedia
The Damerau–Levenshtein distance differs from the classical Levenshtein distance by including transpositions among its allowable operations. The classical Levenshtein distance only allows insertion, deletion, and substitution operations.[5] Modifying this distance by including transpositions of adjacent symbols produces a different distance measure, known as the Damerau–Levenshtein distance
\qquad d_{a,b}(i,j) = \begin{cases}
  \max(i,j) & \text{ if} \min(i,j)=0, \\
\min \begin{cases}
          d_{a,b}(i-1,j) + 1 \\
          d_{a,b}(i,j-1) + 1 \\
          d_{a,b}(i-1,j-1) + 1_{(a_i \neq b_j)} \\
          d_{a,b}(i-2,j-2) + 1 
       \end{cases} & \text{ if } i,j > 1 \text{ and } a_i = b_{j-1} \text{ and } a_{i-1} = b_j \\
  \min \begin{cases}
          d_{a,b}(i-1,j) + 1 \\
          d_{a,b}(i,j-1) + 1 \\
          d_{a,b}(i-1,j-1) + 1_{(a_i \neq b_j)}
       \end{cases} & \text{ otherwise.}
\end{cases}
http://www.cnblogs.com/finallyliuyu/archive/2010/09/13/1825258.html
L和D自己对编辑距离的定义是没有问题的,符合泛函理论中对距离定义的三个要素条件。后来一些人就想将L和D的距离定义融合在一起,成为了Damerau–Levenshtein distance(以下简称D-L距离),认为这样就既可以克服了D定义只能识别单一编辑操作引起的错误的局限,又弥补了L定义不包含相邻字符互换操作的遗憾。其实上面的公式1计算的就是D-L距离。但是这个D-L距离并不满足泛函理论中所要求的距离定义的三要素标准,它不满足三角不等式,所以这个定义是有问题的,数学上具有不严谨性。于是也就有了将abc与ca的编辑距离错算为3的情况。但是由于这个错误并不影响工程中的应用,并且这个公式能够给实际工作带来便利,就一直沿用了下来。


http://www.hankcs.com/program/java/several-string-edit-distance-achieved.html
    public static int ed(String wrongWord, String rightWord)
    {
        final int m = wrongWord.length();
        final int n = rightWord.length();
 
        int[][] d = new int[m + 1][n + 1];
        for (int j = 0; j <= n; ++j)
        {
            d[0][j] = j;
        }
        for (int i = 0; i <= m; ++i)
        {
            d[i][0] = i;
        }
 
//        for (int[] l : d)
//        {
//            System.out.println(Arrays.toString(l));
//        }
 
        for (int i = 1; i <= m; ++i)
        {
            char ci = wrongWord.charAt(i - 1);
            for (int j = 1; j <= n; ++j)
            {
                char cj = rightWord.charAt(j - 1);
                if (ci == cj)
                {
                    d[i][j] = d[i - 1][j - 1];
                }
                else if (i > 1 && j > 1 && ci == rightWord.charAt(j - 2) && cj == wrongWord.charAt(i - 2))
                {
                    // 交错相等
                    d[i][j] = 1 + Math.min(d[i - 2][j - 2], Math.min(d[i][j - 1], d[i - 1][j]));
                }
                else
                {
                    // 等号右边的分别代表 将ci改成cj                   错串加cj         错串删ci
                    d[i][j] = Math.min(d[i - 1][j - 1] + 1, Math.min(d[i][j - 1] + 1, d[i - 1][j] + 1));
                }
            }
        }
 
//        System.out.println();
//        for (int[] l : d)
//        {
//            System.out.println(Arrays.toString(l));
//        }
 
        return d[m][n];
    }
Read full article from Damerau–Levenshtein distance - Wikipedia, the free encyclopedia

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