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Java滚动数组计算编辑距离操作示例

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本文实例讲述了Java滚动数组计算编辑距离操作。分享给大家供大家参考,具体如下:

编辑距离(Edit Distance),也称Levenshtein距离,是指由一个字符串转换为另一个字符串所需的最少编辑次数。

下面的代码摘自org.apache.commons.lang.StringUtils

用法示例:

StringUtils.getLevenshteinDistance(null, *)       = IllegalArgumentException
StringUtils.getLevenshteinDistance(*, null)       = IllegalArgumentException
StringUtils.getLevenshteinDistance("","")        = 0
StringUtils.getLevenshteinDistance("","a")       = 1
StringUtils.getLevenshteinDistance("aaapppp", "")    = 7
StringUtils.getLevenshteinDistance("frog", "fog")    = 1
StringUtils.getLevenshteinDistance("fly", "ant")    = 3
StringUtils.getLevenshteinDistance("elephant", "hippo") = 7
StringUtils.getLevenshteinDistance("hippo", "elephant") = 7
StringUtils.getLevenshteinDistance("hippo", "zzzzzzzz") = 8
StringUtils.getLevenshteinDistance("hello", "hallo")  = 1

Java代码:

public static int getLevenshteinDistance(String s, String t) {
  if (s == null || t == null) {
    throw new IllegalArgumentException("Strings must not be null");
  }
  int n = s.length(); // length of s
  int m = t.length(); // length of t
  if (n == 0) {
    return m;
  } else if (m == 0) {
    return n;
  }
  if (n > m) {
    // swap the input strings to consume less memory
    String tmp = s;
    s = t;
    t = tmp;
    n = m;
    m = t.length();
  }
  int p[] = new int[n+1]; //'previous' cost array, horizontally
  int d[] = new int[n+1]; // cost array, horizontally
  int _d[]; //placeholder to assist in swapping p and d
  // indexes into strings s and t
  int i; // iterates through s
  int j; // iterates through t
  char t_j; // jth character of t
  int cost; // cost
  for (i = 0; i<=n; i++) {
    p[i] = i;
  }
  for (j = 1; j<=m; j++) {
    t_j = t.charAt(j-1);
    d[0] = j;
    for (i=1; i<=n; i++) {
      cost = s.charAt(i-1)==t_j ? 0 : 1;
      // minimum of cell to the left+1, to the top+1, diagonally left and up +cost
      d[i] = Math.min(Math.min(d[i-1]+1, p[i]+1), p[i-1]+cost);
    }
    // copy current distance counts to 'previous row' distance counts
    _d = p;
    p = d;
    d = _d;
  }
  // our last action in the above loop was to switch d and p, so p now 
  // actually has the most recent cost counts
  return p[n];
}

实际上,上述代码的空间复杂度还可以进一步简化,使用一维数组替换滚动数组。

Java代码:

public int minDistance(String s, String t) {
  if (s == null || t == null) {
    throw new IllegalArgumentException("Strings must not be null");
  }
  int n = s.length(); // length of s
  int m = t.length(); // length of t
  if (n == 0) {
    return m;
  } else if (m == 0) {
    return n;
  }
  if (n > m) {
    // swap the input strings to consume less memory
    String tmp = s;
    s = t;
    t = tmp;
    n = m;
    m = t.length();
  }
  int d[] = new int[n+1]; // cost array, horizontally
  // indexes into strings s and t
  int i; // iterates through s
  int j; // iterates through t
  char t_j; // jth character of t
  int cost; // cost
  for (i = 0; i<=n; i++) {
    d[i] = i;
  }
  for (j = 1; j<=m; j++) {
    t_j = t.charAt(j-1);
    int pre = d[0];
    d[0] = j;
    for (i=1; i<=n; i++) {
      int temp = d[i];
      cost = s.charAt(i-1)==t_j ? 0 : 1;
      // minimum of cell to the left+1, to the top+1, diagonally left and up +cost
      d[i] = Math.min(Math.min(d[i-1]+1, d[i]+1), pre+cost);
      pre = temp;
    }  
  }
  return d[n];
}

希望本文所述对大家java程序设计有所帮助。

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