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垃圾邮件过滤优化方法

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垃圾邮件过滤优化方法

  1. 通过honeypot project 搜集大量垃圾邮件数据
  2. 通过解析邮件header 获取垃圾邮件发送路径和服务器相关信息
  3. 对编写错误的单词的修正 比如:w4tch
  4. 对相同含义的词进行归类处理,比如:discount 和discounts   (可以通过porter stemmer,下面就是该算法c语言的一种实现)
    /* This is the Porter stemming algorithm, coded up in ANSI C by the
       author. It may be be regarded as canonical, in that it follows the
       algorithm presented in
    
       Porter, 1980, An algorithm for suffix stripping, Program, Vol. 14,
       no. 3, pp 130-137,
    
       only differing from it at the points marked --DEPARTURE-- below.
    
       See also http://www.tartarus.org/~martin/PorterStemmer
    
       The algorithm as described in the paper could be exactly replicated
       by adjusting the points of DEPARTURE, but this is barely necessary,
       because (a) the points of DEPARTURE are definitely improvements, and
       (b) no encoding of the Porter stemmer I have seen is anything like
       as exact as this version, even with the points of DEPARTURE!
    
       You can compile it on Unix with ‘gcc -O3 -o stem stem.c‘ after which
       ‘stem‘ takes a list of inputs and sends the stemmed equivalent to
       stdout.
    
       The algorithm as encoded here is particularly fast.
    
       Release 1: was many years ago
       Release 2: 11 Apr 2013
           fixes a bug noted by Matt Patenaude <matt@mattpatenaude.com>,
    
           case ‘o‘: if (ends("\03" "ion") && (b[j] == ‘s‘ || b[j] == ‘t‘)) break;
               ==>
           case ‘o‘: if (ends("\03" "ion") && j >= k0 && (b[j] == ‘s‘ || b[j] == ‘t‘)) break;
    
           to avoid accessing b[k0-1] when the word in b is "ion".
       Release 3: 25 Mar 2014
           fixes a similar bug noted by Klemens Baum <klemensbaum@gmail.com>,
           that if step1ab leaves a one letter result (ied -> i, aing -> a etc),
           step2 and step4 access the byte before the first letter. So we skip
           steps after step1ab unless k > k0.
    */
    
    #include <string.h>  /* for memmove */
    
    #define TRUE 1
    #define FALSE 0
    
    /* The main part of the stemming algorithm starts here. b is a buffer
       holding a word to be stemmed. The letters are in b[k0], b[k0+1] ...
       ending at b[k]. In fact k0 = 0 in this demo program. k is readjusted
       downwards as the stemming progresses. Zero termination is not in fact
       used in the algorithm.
    
       Note that only lower case sequences are stemmed. Forcing to lower case
       should be done before stem(...) is called.
    */
    
    static char * b;       /* buffer for word to be stemmed */
    static int k,k0,j;     /* j is a general offset into the string */
    
    /* cons(i) is TRUE <=> b[i] is a consonant. */
    
    static int cons(int i)
    {  switch (b[i])
       {  case ‘a‘: case ‘e‘: case ‘i‘: case ‘o‘: case ‘u‘: return FALSE;
          case ‘y‘: return (i==k0) ? TRUE : !cons(i-1);
          default: return TRUE;
       }
    }
    
    /* m() measures the number of consonant sequences between k0 and j. if c is
       a consonant sequence and v a vowel sequence, and <..> indicates arbitrary
       presence,
    
          <c><v>       gives 0
          <c>vc<v>     gives 1
          <c>vcvc<v>   gives 2
          <c>vcvcvc<v> gives 3
          ....
    */
    
    static int m()
    {  int n = 0;
       int i = k0;
       while(TRUE)
       {  if (i > j) return n;
          if (! cons(i)) break; i++;
       }
       i++;
       while(TRUE)
       {  while(TRUE)
          {  if (i > j) return n;
                if (cons(i)) break;
                i++;
          }
          i++;
          n++;
          while(TRUE)
          {  if (i > j) return n;
             if (! cons(i)) break;
             i++;
          }
          i++;
       }
    }
    
    /* vowelinstem() is TRUE <=> k0,...j contains a vowel */
    
    static int vowelinstem()
    {  int i; for (i = k0; i <= j; i++) if (! cons(i)) return TRUE;
       return FALSE;
    }
    
    /* doublec(j) is TRUE <=> j,(j-1) contain a double consonant. */
    
    static int doublec(int j)
    {  if (j < k0+1) return FALSE;
       if (b[j] != b[j-1]) return FALSE;
       return cons(j);
    }
    
    /* cvc(i) is TRUE <=> i-2,i-1,i has the form consonant - vowel - consonant
       and also if the second c is not w,x or y. this is used when trying to
       restore an e at the end of a short word. e.g.
    
          cav(e), lov(e), hop(e), crim(e), but
          snow, box, tray.
    
    */
    
    static int cvc(int i)
    {  if (i < k0+2 || !cons(i) || cons(i-1) || !cons(i-2)) return FALSE;
       {  int ch = b[i];
          if (ch == ‘w‘ || ch == ‘x‘ || ch == ‘y‘) return FALSE;
       }
       return TRUE;
    }
    
    /* ends(s) is TRUE <=> k0,...k ends with the string s. */
    
    static int ends(char * s)
    {  int length = s[0];
       if (s[length] != b[k]) return FALSE; /* tiny speed-up */
       if (length > k-k0+1) return FALSE;
       if (memcmp(b+k-length+1,s+1,length) != 0) return FALSE;
       j = k-length;
       return TRUE;
    }
    
    /* setto(s) sets (j+1),...k to the characters in the string s, readjusting
       k. */
    
    static void setto(char * s)
    {  int length = s[0];
       memmove(b+j+1,s+1,length);
       k = j+length;
    }
    
    /* r(s) is used further down. */
    
    static void r(char * s) { if (m() > 0) setto(s); }
    
    /* step1ab() gets rid of plurals and -ed or -ing. e.g.
    
           caresses  ->  caress
           ponies    ->  poni
           ties      ->  ti
           caress    ->  caress
           cats      ->  cat
    
           feed      ->  feed
           agreed    ->  agree
           disabled  ->  disable
    
           matting   ->  mat
           mating    ->  mate
           meeting   ->  meet
           milling   ->  mill
           messing   ->  mess
    
           meetings  ->  meet
    
    */
    
    static void step1ab()
    {  if (b[k] == ‘s‘)
       {  if (ends("\04" "sses")) k -= 2; else
          if (ends("\03" "ies")) setto("\01" "i"); else
          if (b[k-1] != ‘s‘) k--;
       }
       if (ends("\03" "eed")) { if (m() > 0) k--; } else
       if ((ends("\02" "ed") || ends("\03" "ing")) && vowelinstem())
       {  k = j;
          if (ends("\02" "at")) setto("\03" "ate"); else
          if (ends("\02" "bl")) setto("\03" "ble"); else
          if (ends("\02" "iz")) setto("\03" "ize"); else
          if (doublec(k))
          {  k--;
             {  int ch = b[k];
                if (ch == ‘l‘ || ch == ‘s‘ || ch == ‘z‘) k++;
             }
          }
          else if (m() == 1 && cvc(k)) setto("\01" "e");
       }
    }
    
    /* step1c() turns terminal y to i when there is another vowel in the stem. */
    
    static void step1c() { if (ends("\01" "y") && vowelinstem()) b[k] = ‘i‘; }
    
    
    /* step2() maps double suffices to single ones. so -ization ( = -ize plus
       -ation) maps to -ize etc. note that the string before the suffix must give
       m() > 0. */
    
    static void step2() { switch (b[k-1])
    {
        case ‘a‘: if (ends("\07" "ational")) { r("\03" "ate"); break; }
                  if (ends("\06" "tional")) { r("\04" "tion"); break; }
                  break;
        case ‘c‘: if (ends("\04" "enci")) { r("\04" "ence"); break; }
                  if (ends("\04" "anci")) { r("\04" "ance"); break; }
                  break;
        case ‘e‘: if (ends("\04" "izer")) { r("\03" "ize"); break; }
                  break;
        case ‘l‘: if (ends("\03" "bli")) { r("\03" "ble"); break; } /*-DEPARTURE-*/
    
     /* To match the published algorithm, replace this line with
        case ‘l‘: if (ends("\04" "abli")) { r("\04" "able"); break; } */
    
                  if (ends("\04" "alli")) { r("\02" "al"); break; }
                  if (ends("\05" "entli")) { r("\03" "ent"); break; }
                  if (ends("\03" "eli")) { r("\01" "e"); break; }
                  if (ends("\05" "ousli")) { r("\03" "ous"); break; }
                  break;
        case ‘o‘: if (ends("\07" "ization")) { r("\03" "ize"); break; }
                  if (ends("\05" "ation")) { r("\03" "ate"); break; }
                  if (ends("\04" "ator")) { r("\03" "ate"); break; }
                  break;
        case ‘s‘: if (ends("\05" "alism")) { r("\02" "al"); break; }
                  if (ends("\07" "iveness")) { r("\03" "ive"); break; }
                  if (ends("\07" "fulness")) { r("\03" "ful"); break; }
                  if (ends("\07" "ousness")) { r("\03" "ous"); break; }
                  break;
        case ‘t‘: if (ends("\05" "aliti")) { r("\02" "al"); break; }
                  if (ends("\05" "iviti")) { r("\03" "ive"); break; }
                  if (ends("\06" "biliti")) { r("\03" "ble"); break; }
                  break;
        case ‘g‘: if (ends("\04" "logi")) { r("\03" "log"); break; } /*-DEPARTURE-*/
    
     /* To match the published algorithm, delete this line */
    
    } }
    
    /* step3() deals with -ic-, -full, -ness etc. similar strategy to step2. */
    
    static void step3() { switch (b[k])
    {
        case ‘e‘: if (ends("\05" "icate")) { r("\02" "ic"); break; }
                  if (ends("\05" "ative")) { r("\00" ""); break; }
                  if (ends("\05" "alize")) { r("\02" "al"); break; }
                  break;
        case ‘i‘: if (ends("\05" "iciti")) { r("\02" "ic"); break; }
                  break;
        case ‘l‘: if (ends("\04" "ical")) { r("\02" "ic"); break; }
                  if (ends("\03" "ful")) { r("\00" ""); break; }
                  break;
        case ‘s‘: if (ends("\04" "ness")) { r("\00" ""); break; }
                  break;
    } }
    
    /* step4() takes off -ant, -ence etc., in context <c>vcvc<v>. */
    
    static void step4()
    {  switch (b[k-1])
        {  case ‘a‘: if (ends("\02" "al")) break; return;
           case ‘c‘: if (ends("\04" "ance")) break;
                     if (ends("\04" "ence")) break; return;
           case ‘e‘: if (ends("\02" "er")) break; return;
           case ‘i‘: if (ends("\02" "ic")) break; return;
           case ‘l‘: if (ends("\04" "able")) break;
                     if (ends("\04" "ible")) break; return;
           case ‘n‘: if (ends("\03" "ant")) break;
                     if (ends("\05" "ement")) break;
                     if (ends("\04" "ment")) break;
                     if (ends("\03" "ent")) break; return;
           case ‘o‘: if (ends("\03" "ion") && j >= k0 && (b[j] == ‘s‘ || b[j] == ‘t‘)) break;
                     if (ends("\02" "ou")) break; return;
                     /* takes care of -ous */
           case ‘s‘: if (ends("\03" "ism")) break; return;
           case ‘t‘: if (ends("\03" "ate")) break;
                     if (ends("\03" "iti")) break; return;
           case ‘u‘: if (ends("\03" "ous")) break; return;
           case ‘v‘: if (ends("\03" "ive")) break; return;
           case ‘z‘: if (ends("\03" "ize")) break; return;
           default: return;
        }
        if (m() > 1) k = j;
    }
    
    /* step5() removes a final -e if m() > 1, and changes -ll to -l if
       m() > 1. */
    
    static void step5()
    {  j = k;
       if (b[k] == ‘e‘)
       {  int a = m();
          if (a > 1 || a == 1 && !cvc(k-1)) k--;
       }
       if (b[k] == ‘l‘ && doublec(k) && m() > 1) k--;
    }
    
    /* In stem(p,i,j), p is a char pointer, and the string to be stemmed is from
       p[i] to p[j] inclusive. Typically i is zero and j is the offset to the last
       character of a string, (p[j+1] == ‘\0‘). The stemmer adjusts the
       characters p[i] ... p[j] and returns the new end-point of the string, k.
       Stemming never increases word length, so i <= k <= j. To turn the stemmer
       into a module, declare ‘stem‘ as extern, and delete the remainder of this
       file.
    */
    
    int stem(char * p, int i, int j)
    {  b = p; k = j; k0 = i; /* copy the parameters into statics */
       if (k <= k0+1) return k; /*-DEPARTURE-*/
    
       /* With this line, strings of length 1 or 2 don‘t go through the
          stemming process, although no mention is made of this in the
          published algorithm. Remove the line to match the published
          algorithm. */
    
       step1ab();
       if (k > k0) {
           step1c(); step2(); step3(); step4(); step5();
       }
       return k;
    }
    
    /*--------------------stemmer definition ends here------------------------*/
    
    #include <stdio.h>
    #include <stdlib.h>      /* for malloc, free */
    #include <ctype.h>       /* for isupper, islower, tolower */
    
    static char * s;         /* a char * (=string) pointer; passed into b above */
    
    #define INC 50           /* size units in which s is increased */
    static int i_max = INC;  /* maximum offset in s */
    
    void increase_s()
    {  i_max += INC;
       {  char * new_s = (char *) malloc(i_max+1);
          { int i; for (i = 0; i < i_max; i++) new_s[i] = s[i]; } /* copy across */
          free(s); s = new_s;
       }
    }
    
    #define LETTER(ch) (isupper(ch) || islower(ch))
    
    static void stemfile(FILE * f)
    {  while(TRUE)
       {  int ch = getc(f);
          if (ch == EOF) return;
          if (LETTER(ch))
          {  int i = 0;
             while(TRUE)
             {  if (i == i_max) increase_s();
    
                ch = tolower(ch); /* forces lower case */
    
                s[i] = ch; i++;
                ch = getc(f);
                if (!LETTER(ch)) { ungetc(ch,f); break; }
             }
             s[stem(s,0,i-1)+1] = 0;
             /* the previous line calls the stemmer and uses its result to
                zero-terminate the string in s */
             printf("%s",s);
          }
          else putchar(ch);
       }
    }
    
    int main(int argc, char * argv[])
    {  int i;
       s = (char *) malloc(i_max+1);
       for (i = 1; i < argc; i++)
       {  FILE * f = fopen(argv[i],"r");
          if (f == 0) { fprintf(stderr,"File %s not found\n",argv[i]); exit(1); }
          stemfile(f);
       }
       free(s);
       return 0;
    }
    

      

 

垃圾邮件过滤优化方法

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原文地址:http://www.cnblogs.com/ChenAlong/p/5117198.html

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