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[jabaws.git] / website / archive / binaries / mac / src / disembl / Tisean_3.0.1 / source_c / false_nearest.c
diff --git a/website/archive/binaries/mac/src/disembl/Tisean_3.0.1/source_c/false_nearest.c b/website/archive/binaries/mac/src/disembl/Tisean_3.0.1/source_c/false_nearest.c
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-/*
- *   This file is part of TISEAN
- *
- *   Copyright (c) 1998-2007 Rainer Hegger, Holger Kantz, Thomas Schreiber
- *
- *   TISEAN is free software; you can redistribute it and/or modify
- *   it under the terms of the GNU General Public License as published by
- *   the Free Software Foundation; either version 2 of the License, or
- *   (at your option) any later version.
- *
- *   TISEAN is distributed in the hope that it will be useful,
- *   but WITHOUT ANY WARRANTY; without even the implied warranty of
- *   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
- *   GNU General Public License for more details.
- *
- *   You should have received a copy of the GNU General Public License
- *   along with TISEAN; if not, write to the Free Software
- *   Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA  02110-1301  USA
- */
-/*Author: Rainer Hegger. Last modified: Dec 10, 2005 */
-/*Changes:
-  12/10/05: It's multivariate now
-  12/16/05: Scaled <eps> and sigma(eps)
-*/
-
-#include <stdio.h>
-#include <stdlib.h>
-#include <string.h>
-#include <limits.h>
-#include <math.h>
-#include "routines/tsa.h"
-
-#define WID_STR "Determines the fraction of false nearest neighbors."
-
-char *outfile=NULL;
-char *infile=NULL;
-char stdo=1,dimset=0;
-char *column=NULL;
-unsigned long length=ULONG_MAX,exclude=0,theiler=0;
-unsigned int delay=1,maxdim=5,minemb=1;
-unsigned int comp=1,maxemb=5;
-unsigned int verbosity=0xff;
-double rt=2.0;
-double eps0=1.0e-5;
-double **series;
-double aveps,vareps;
-double varianz;
-
-#define BOX 1024
-int ibox=BOX-1;
-long **box,*list;
-unsigned int *vcomp,*vemb;
-unsigned long toolarge;
-
-void show_options(char *progname)
-{
-  what_i_do(progname,WID_STR);
-  fprintf(stderr," Usage: %s [options]\n",progname);
-  fprintf(stderr," Options:\n");
-  fprintf(stderr,"Everything not being a valid option will be interpreted"
-          " as a possible"
-          " datafile.\nIf no datafile is given stdin is read. Just - also"
-          " means stdin\n");
-  fprintf(stderr,"\t-l # of data [default: whole file]\n");
-  fprintf(stderr,"\t-x # of lines to ignore [default: 0]\n");
-  fprintf(stderr,"\t-c columns to read [default: 1]\n");
-  fprintf(stderr,"\t-m min. test embedding dimension [default: %u]\n",minemb);
-  fprintf(stderr,"\t-M # of components,max. emb. dim. [default: %u,%u]\n",
-         comp,maxemb);
-  fprintf(stderr,"\t-d delay [default: 1]\n");
-  fprintf(stderr,"\t-f escape factor [default: %.2lf]\n",rt);
-  fprintf(stderr,"\t-t theiler window [default: 0]\n");
-  fprintf(stderr,"\t-o output file [default: 'datafile'.fnn; without -o"
-         " stdout]\n");
-  fprintf(stderr,"\t-V verbosity level [default: 3]\n\t\t"
-          "0='only panic messages'\n\t\t"
-          "1='+ input/output messages'\n\t\t"
-          "2='+ information about the current state\n");
-  fprintf(stderr,"\t-h show these options\n");
-  exit(0);
-}
-
-void scan_options(int n,char **in)
-{
-  char *out;
-
-  if ((out=check_option(in,n,'l','u')) != NULL)
-    sscanf(out,"%lu",&length);
-  if ((out=check_option(in,n,'x','u')) != NULL)
-    sscanf(out,"%lu",&exclude);
-  if ((out=check_option(in,n,'c','s')) != NULL)
-    column=out;
-  if ((out=check_option(in,n,'m','u')) != NULL)
-    sscanf(out,"%u",&minemb);
-  if ((out=check_option(in,n,'M','2')) != NULL) {
-    sscanf(out,"%u,%u",&comp,&maxemb);
-    maxdim=comp*(maxemb+1);
-    dimset=1;
-  }
-  if ((out=check_option(in,n,'d','u')) != NULL)
-    sscanf(out,"%u",&delay);
-  if ((out=check_option(in,n,'f','f')) != NULL)
-    sscanf(out,"%lf",&rt);
-  if ((out=check_option(in,n,'t','u')) != NULL)
-    sscanf(out,"%lu",&theiler);
-  if ((out=check_option(in,n,'V','u')) != NULL)
-    sscanf(out,"%u",&verbosity);
-  if ((out=check_option(in,n,'o','o')) != NULL) {
-    stdo=0;
-    if (strlen(out) > 0)
-      outfile=out;
-  }
-}
-
-void mmb(unsigned int hdim,unsigned int hemb,double eps)
-{
-  unsigned long i;
-  long x,y;
-
-  for (x=0;x<BOX;x++)
-    for (y=0;y<BOX;y++)
-      box[x][y] = -1;
-
-  for (i=0;i<length-(maxemb+1)*delay;i++) {
-    x=(long)(series[0][i]/eps)&ibox;
-    y=(long)(series[hdim][i+hemb]/eps)&ibox;
-    list[i]=box[x][y];
-    box[x][y]=i;
-  }
-}
-
-char find_nearest(long n,unsigned int dim,double eps)
-{
-  long x,y,x1,x2,y1,i,i1,ic,ie;
-  long element,which= -1;
-  double dx,maxdx,mindx=1.1,hfactor,factor;
-
-  ic=vcomp[dim];
-  ie=vemb[dim];
-  x=(long)(series[0][n]/eps)&ibox;
-  y=(long)(series[ic][n+ie]/eps)&ibox;
-  
-  for (x1=x-1;x1<=x+1;x1++) {
-    x2=x1&ibox;
-    for (y1=y-1;y1<=y+1;y1++) {
-      element=box[x2][y1&ibox];
-      while (element != -1) {
-       if (labs(element-n) > theiler) {
-         maxdx=fabs(series[0][n]-series[0][element]);
-         for (i=1;i<=dim;i++) {
-           ic=vcomp[i];
-           i1=vemb[i];
-           dx=fabs(series[ic][n+i1]-series[ic][element+i1]);
-           if (dx > maxdx)
-             maxdx=dx;
-         }
-         if ((maxdx < mindx) && (maxdx > 0.0)) {
-           which=element;
-           mindx=maxdx;
-         }
-       }
-       element=list[element];
-      }
-    }
-  }
-
-  if ((which != -1) && (mindx <= eps) && (mindx <= varianz/rt)) {
-    aveps += mindx;
-    vareps += mindx*mindx;
-    factor=0.0;
-    for (i=1;i<=comp;i++) {
-      ic=vcomp[dim+i];
-      ie=vemb[dim+i];
-      hfactor=fabs(series[ic][n+ie]-series[ic][which+ie])/mindx;
-      if (hfactor > factor) 
-       factor=hfactor;
-    }
-    if (factor > rt)
-      toolarge++;
-    return 1;
-  }
-  return 0;
-}
-
-int main(int argc,char **argv)
-{
-  char stdi=0;
-  FILE *file=NULL;
-  double min,inter=0.0,ind_inter,epsilon,av,ind_var;
-  char *nearest,alldone;
-  long i;
-  unsigned int dim,emb;
-  unsigned long donesofar;
-
-  if (scan_help(argc,argv))
-    show_options(argv[0]);
-  
-  scan_options(argc,argv);
-#ifndef OMIT_WHAT_I_DO
-  if (verbosity&VER_INPUT)
-    what_i_do(argv[0],WID_STR);
-#endif
-
-  infile=search_datafile(argc,argv,NULL,verbosity);
-  if (infile == NULL)
-    stdi=1;
-
-  if (outfile == NULL) {
-    if (!stdi) {
-      check_alloc(outfile=(char*)calloc(strlen(infile)+5,(size_t)1));
-      strcpy(outfile,infile);
-      strcat(outfile,".fnn");
-    }
-    else {
-      check_alloc(outfile=(char*)calloc((size_t)10,(size_t)1));
-      strcpy(outfile,"stdin.fnn");
-    }
-  }
-  if (!stdo)
-    test_outfile(outfile);
-
-  if (column == NULL)
-    series=(double**)get_multi_series(infile,&length,exclude,&comp,"",dimset,
-                                     verbosity);
-  else
-    series=(double**)get_multi_series(infile,&length,exclude,&comp,column,
-                                     dimset,verbosity);
-
-  for (i=0;i<comp;i++) {
-    rescale_data(series[i],length,&min,&ind_inter);
-    variance(series[i],length,&av,&ind_var);
-    if (i == 0) {
-      varianz=ind_var;
-      inter=ind_inter;
-    }
-    else {
-      varianz=(varianz>ind_var)?ind_var:varianz;
-      inter=(inter<ind_inter)?ind_inter:inter;
-    }
-  }
-
-  check_alloc(list=(long*)malloc(sizeof(long)*length));
-  check_alloc(nearest=(char*)malloc(length));
-  check_alloc(box=(long**)malloc(sizeof(long*)*BOX));
-  for (i=0;i<BOX;i++)
-    check_alloc(box[i]=(long*)malloc(sizeof(long)*BOX));
-
-  if (!stdo) {
-    file=fopen(outfile,"w");
-    if (verbosity&VER_INPUT)
-      fprintf(stderr,"Opened %s for writing\n",outfile);
-  }
-  else {
-    if (verbosity&VER_INPUT)
-      fprintf(stderr,"Writing to stdout\n");
-  }
-  check_alloc(vcomp=(unsigned int*)malloc(sizeof(int)*(maxdim)));
-  check_alloc(vemb=(unsigned int*)malloc(sizeof(int)*(maxdim)));
-  for (i=0;i<maxdim;i++) {
-    if (comp == 1) {
-      vcomp[i]=0;
-      vemb[i]=i;
-    }
-    else {
-      vcomp[i]=i%comp;
-      vemb[i]=(i/comp)*delay;
-    }
-  }
-  for (emb=minemb;emb<=maxemb;emb++) {
-    dim=emb*comp-1;
-    epsilon=eps0;
-    toolarge=0;
-    alldone=0;
-    donesofar=0;
-    aveps=0.0;
-    vareps=0.0;
-    for (i=0;i<length;i++)
-      nearest[i]=0;
-    if (verbosity&VER_USR1)
-      fprintf(stderr,"Start for dimension=%u\n",dim+1);
-    while (!alldone && (epsilon < 2.*varianz/rt)) {
-      alldone=1;
-      mmb(vcomp[dim],vemb[dim],epsilon);
-      for (i=0;i<length-maxemb*delay;i++)
-       if (!nearest[i]) {
-         nearest[i]=find_nearest(i,dim,epsilon);
-         alldone &= nearest[i];
-         donesofar += (unsigned long)nearest[i];
-       }
-      if (verbosity&VER_USR1)
-       fprintf(stderr,"Found %lu up to epsilon=%e\n",donesofar,epsilon*inter);
-      epsilon*=sqrt(2.0);
-      if (!donesofar)
-       eps0=epsilon;
-    }
-    if (donesofar == 0) {
-      fprintf(stderr,"Not enough points found!\n");
-      exit(FALSE_NEAREST_NOT_ENOUGH_POINTS);
-    }
-    aveps *= (1./(double)donesofar);
-    vareps *= (1./(double)donesofar);
-    if (stdo) {
-      fprintf(stdout,"%u %e %e %e\n",dim+1,(double)toolarge/(double)donesofar,
-             aveps*inter,sqrt(vareps)*inter);
-      fflush(stdout);
-    }
-    else {
-      fprintf(file,"%u %e %e %e\n",dim+1,(double)toolarge/(double)donesofar,
-             aveps*inter,sqrt(vareps)*inter);
-      fflush(file);
-    }
-  }
-  if (!stdo)
-    fclose(file);
-
-  if (infile != NULL)
-    free(infile);
-  if (outfile != NULL)
-    free(outfile);
-  free(series);
-  free(list);
-  free(nearest);
-  for (i=0;i<BOX;i++)
-    free(box[i]);
-  free(box);
-
-  return 0;
-}