cle.c

聚类算法全集以及内附数据集

/*----------------------------------------------------------------------
  File    : cle.c
  Contents: probabilistic and fuzzy cluster evaluation
  Author  : Christian Borgelt
  History : 17.05.2003 file created
            18.05.2003 setting of noise parameter (option -y) added
            09.06.2003 coverage of data added
            16.08.2003 slight changes in error message output
            25.02.2004 source files mcle.c and cle.c combined
            28.01.2006 conditional compilation simplified
----------------------------------------------------------------------*/
#include <stdio.h>
#include <stdlib.h>
#include <stdarg.h>
#include <string.h>
#include <math.h>
#include <time.h>
#include <assert.h>
#ifdef MATVERSION
#ifndef MAT_READ
#define MAT_READ
#endif
#else   /* #ifdef MATVERSION */
#ifndef AS_RDWR
#define AS_RDWR
#endif
#ifndef AS_PARSE
#define AS_PARSE
#endif
#include "io.h"
#endif /* #ifdef MATVERSION */
#ifndef CLS_PARSE
#define CLS_PARSE
#endif
#ifndef CLS_EXTFN
#define CLS_EXTFN
#endif
#include "cluster.h"

/*----------------------------------------------------------------------
  Preprocessor Definitions
----------------------------------------------------------------------*/
#define PRGNAME     "cle"
#define DESCRIPTION "probabilistic and fuzzy cluster evaluation"
#define VERSION     "version 1.11 (2006.01.28)        " \
                    "(c) 2003-2006   Christian Borgelt"

/* --- error codes --- */
#define OK            0         /* no error */
#define E_NONE        0         /* no error */
#define E_NOMEM     (-1)        /* not enough memory */
#define E_FOPEN     (-2)        /* file open failed */
#define E_FREAD     (-3)        /* file read failed */
#define E_FWRITE    (-4)        /* file write failed */
#define E_OPTION    (-5)        /* unknown option */
#define E_OPTARG    (-6)        /* missing option argument */
#define E_ARGCNT    (-7)        /* wrong number of arguments */
#define E_STDIN     (-8)        /* double assignment of stdin */
#define E_PARSE     (-9)        /* parse errors on input file */
#define E_PATCNT   (-10)        /* no pattern found */
#define E_PATSIZE  (-11)        /* illegal pattern size */
#define E_MSEXP    (-12)        /* illegal membership exponent */
#define E_UNKNOWN  (-18)        /* unknown error */

/*----------------------------------------------------------------------
  Constants
----------------------------------------------------------------------*/
static const char *errmsgs[] = {   /* error messages */
  /* E_NONE      0 */  "no error\n",
  /* E_NOMEM    -1 */  "not enough memory\n",
  /* E_FOPEN    -2 */  "cannot open file %s\n",
  /* E_FREAD    -3 */  "read error on file %s\n",
  /* E_FWRITE   -4 */  "write error on file %s\n",
  /* E_OPTION   -5 */  "unknown option -%c\n",
  /* E_OPTARG   -6 */  "missing option argument\n",
  /* E_ARGCNT   -7 */  "wrong number of arguments\n",
  /* E_STDIN    -8 */  "double assignment of standard input\n",
  /* E_PARSE    -9 */  "parse error(s) on file %s\n",
  /* E_PATCNT  -10 */  "no pattern in file %s\n",
  /* E_PATSIZE -11 */  "illegal pattern size %d\n",
  /* E_MSEXP   -12 */  "illegal membership exponent %g\n",
  /*    -13 to -15 */  NULL, NULL, NULL,
  /* E_VALUE   -16 */  "file %s, record %d: "
                         "illegal value %s in field %d\n",
  /* E_FLDCNT  -17 */  "file %s, record %d: "
                         "%s%d field(s) instead of %d\n",
  /* E_UNKNOWN -18 */  "unknown error\n",
};

/*----------------------------------------------------------------------
  Global Variables
----------------------------------------------------------------------*/
const  char   *prgname = NULL;  /* program name for error messages */
static SCAN   *scan    = NULL;  /* scanner for cluster set desc. */
static CLSET  *clset   = NULL;  /* cluster set */
static FILE   *in      = NULL;  /* input  file */
#ifdef MATVERSION
static TFSCAN *tfscan  = NULL;  /* table file scanner */
#else
static ATTSET *attset  = NULL;  /* attribute set */
#endif

/*----------------------------------------------------------------------
  Main Functions
----------------------------------------------------------------------*/

static void error (int code, ...)
{                               /* --- print error message */
  va_list    args;              /* list of variable arguments */
  const char *msg;              /* error message */

  assert(prgname);              /* check the program name */
  if (code < E_UNKNOWN) code = E_UNKNOWN;
  if (code < 0) {               /* if to report an error, */
    msg = errmsgs[-code];       /* get the error message */
    if (!msg) msg = errmsgs[-E_UNKNOWN];
    fprintf(stderr, "\n%s: ", prgname);
    va_start(args, code);       /* get variable arguments */
    vfprintf(stderr, msg, args);/* print the error message */
    va_end(args);               /* end argument evaluation */
  }
  #ifndef NDEBUG                /* clean up memory */
  if (clset)  cls_delete(clset);/* and close files */
  #ifdef MATVERSION
  if (tfscan) tfs_delete(tfscan);
  #else
  if (attset) as_delete(attset);
  #endif
  if (scan)   sc_delete(scan);
  if (in && (in != stdin)) fclose(in);
  #endif
  exit(code);                   /* abort the program */
}  /* error() */

/*--------------------------------------------------------------------*/

int main (int argc, char *argv[])
{                               /* --- main function */
  int    i, k = 0;              /* loop variables, counters */
  char   *s;                    /* to traverse options */
  char   **optarg = NULL;       /* option argument */
  char   *fn_cls  = NULL;       /* name of cluster set file */
  #ifndef MATVERSION
  char   *fn_hdr  = NULL;       /* name of table header file */
  #endif
  char   *fn_in   = NULL;       /* name of table file */
  char   *blanks  = NULL;       /* blanks */
  char   *fldseps = NULL;       /* field  separators */
  char   *recseps = NULL;       /* record separators */
  double msexp    = 2;          /* membership degree exponent */
  double radius   = 1;          /* radius for (avg.) part. density */
  #ifdef MATVERSION
  int    patcnt   = 0;          /* number of test patterns */
  double *pat;                  /* to traverse the patterns */
  #else
  int    flags    = 0, f;       /* table file read flags */
  int    tplcnt   = 0;          /* number of tuples */
  double tplwgt   = 0.0, w;     /* weight of tuples */
  #endif
  int    attcnt;                /* number of values in a pattern */
  int    clscnt;                /* number of clusters */
  TFSERR *err;                  /* error information */

  prgname = argv[0];            /* get program name for error msgs. */

  /* --- print startup/usage message --- */
  if (argc > 1) {               /* if arguments are given */
    fprintf(stderr, "%s - %s\n", argv[0], DESCRIPTION);
    fprintf(stderr, VERSION); } /* print a startup message */
  else {                        /* if no argument is given */
    #ifdef MATVERSION
    printf("usage: %s [options] clsfile patfile\n", argv[0]);
    #else
    printf("usage: %s [options] clsfile "
                     "[-d|-h hdrfile] tabfile\n", argv[0]);
    #endif
    printf("%s\n", DESCRIPTION);
    printf("%s\n", VERSION);
    printf("-x#      membership degree exponent "
                    "(default: %g)\n", msexp);
    printf("-p#      radius for (average) partition density "