[BACK]Return to specfun.c CVS log [TXT][DIR] Up to [local] / OpenXM_contrib / gnuplot

File: [local] / OpenXM_contrib / gnuplot / Attic / specfun.c (download)

Revision 1.1.1.3 (vendor branch), Mon Sep 15 07:09:26 2003 UTC (20 years, 8 months ago) by ohara
Branch: GNUPLOT
CVS Tags: VERSION_3_7_3, RELEASE_1_2_3, RELEASE_1_2_2_KNOPPIX_b, RELEASE_1_2_2_KNOPPIX
Changes since 1.1.1.2: +1310 -248 lines

Import gnuplot 3.7.3

#ifndef lint
static char *RCSid = "$Id: specfun.c,v 1.8.2.7 2002/11/09 18:04:31 lhecking Exp $";
#endif

/* GNUPLOT - specfun.c */

/*[
 * Copyright 1986 - 1993, 1998   Thomas Williams, Colin Kelley
 *
 * Permission to use, copy, and distribute this software and its
 * documentation for any purpose with or without fee is hereby granted,
 * provided that the above copyright notice appear in all copies and
 * that both that copyright notice and this permission notice appear
 * in supporting documentation.
 *
 * Permission to modify the software is granted, but not the right to
 * distribute the complete modified source code.  Modifications are to
 * be distributed as patches to the released version.  Permission to
 * distribute binaries produced by compiling modified sources is granted,
 * provided you
 *   1. distribute the corresponding source modifications from the
 *    released version in the form of a patch file along with the binaries,
 *   2. add special version identification to distinguish your version
 *    in addition to the base release version number,
 *   3. provide your name and address as the primary contact for the
 *    support of your modified version, and
 *   4. retain our contact information in regard to use of the base
 *    software.
 * Permission to distribute the released version of the source code along
 * with corresponding source modifications in the form of a patch file is
 * granted with same provisions 2 through 4 for binary distributions.
 *
 * This software is provided "as is" without express or implied warranty
 * to the extent permitted by applicable law.
]*/

/*
 * AUTHORS
 *
 *   Original Software:
 *   Jos van der Woude, jvdwoude@hut.nl
 *
 */


#include "plot.h"
#include "fnproto.h"

extern struct value stack[STACK_DEPTH];
extern int s_p;
extern double zero;

#define ITMAX   200

#ifdef FLT_EPSILON
# define MACHEPS FLT_EPSILON	/* 1.0E-08 */
#else
# define MACHEPS 1.0E-08
#endif

/* AS239 value, e^-88 = 2^-127 */
#define MINEXP  -88.0

#ifdef FLT_MAX
# define OFLOW   FLT_MAX		/* 1.0E+37 */
#else
# define OFLOW   1.0E+37
#endif

/* AS239 value for igamma(a,x>=XBIG) = 1.0 */
#define XBIG    1.0E+08

/*
 * Mathematical constants
 */
#define LNPI 1.14472988584940016
#define LNSQRT2PI 0.9189385332046727
#ifdef PI
# undef PI
#endif
#define PI 3.14159265358979323846
#define PNT68 0.6796875
#define SQRT_TWO 1.41421356237309504880168872420969809	/* JG */

/* Prefer lgamma */
#ifndef GAMMA
# ifdef HAVE_LGAMMA
#  define GAMMA(x) lgamma (x)
# elif defined(HAVE_GAMMA)
#  define GAMMA(x) gamma (x)
# else
#  undef GAMMA
# endif
#endif

#ifndef GAMMA
int signgam = 0;
#else
extern int signgam;		/* this is not always declared in math.h */
#endif

/* Global variables, not visible outside this file */
static long Xm1 = 2147483563L;
static long Xm2 = 2147483399L;
static long Xa1 = 40014L;
static long Xa2 = 40692L;

/* Local function declarations, not visible outside this file */
static int mtherr(char *name, int code);
static double polevl(double x, double coef[], int N);
static double p1evl(double x, double coef[], int N);
static double confrac __PROTO((double a, double b, double x));
static double ibeta __PROTO((double a, double b, double x));
static double igamma __PROTO((double a, double x));
static double ranf __PROTO((double init));
static double inverse_normal_func __PROTO((double p));
static double inverse_error_func __PROTO((double p));

/* UNKnown arithmetic, invokes coefficients given in
 * normal decimal format.  Beware of range boundary
 * problems (MACHEP, MAXLOG, etc. in const.c) and
 * roundoff problems in pow.c:
 * (Sun SPARCstation)
 */
#define UNK 1

/* If you define UNK, then be sure to set BIGENDIAN properly. */
#ifdef FLOAT_WORDS_BIGENDIAN
#define BIGENDIAN 1
#else
#define BIGENDIAN 0
#endif

/* Define to support tiny denormal numbers, else undefine. */
#define DENORMAL 1

/* Define to ask for infinity support, else undefine. */
#define INFINITIES 1

/* Define to ask for support of numbers that are Not-a-Number,
   else undefine.  This may automatically define INFINITIES in some files. */
#define NANS 1

/* Define to distinguish between -0.0 and +0.0.  */
#define MINUSZERO 1

/* Variable for error reporting.  See mtherr.c.  */
extern int      merror;

/*
Cephes Math Library Release 2.0:  April, 1987
Copyright 1984, 1987 by Stephen L. Moshier
Direct inquiries to 30 Frost Street, Cambridge, MA 02140
*/

#include <stdio.h>

int             merror = 0;

/* Notice: the order of appearance of the following
 * messages is bound to the error codes defined
 * in mconf.h.
 */
static char    *ermsg[7] = {
    "unknown",                  /* error code 0 */
    "domain",                   /* error code 1 */
    "singularity",              /* et seq.      */
    "overflow",
    "underflow",
    "total loss of precision",
    "partial loss of precision"
};

#ifndef DOMAIN
/* HBB 20021103: copied this from Cephes mconf.h */
# define DOMAIN		1	/* argument domain error */
# define SING		2	/* argument singularity */
# define OVERFLOW	3	/* overflow range error */
# define UNDERFLOW	4	/* underflow range error */
# define TLOSS		5	/* total loss of precision */
# define PLOSS		6	/* partial loss of precision */
#endif

	

static int mtherr(char *name, int code)
{

/* Display string passed by calling program,
 * which is supposed to be the name of the
 * function in which the error occurred:
 */
    printf("\n%s ", name);

/* Set global error message word */
    merror = code;

/* Display error message defined
 * by the code argument.
 */
    if ((code <= 0) || (code >= 7))
        code = 0;
    printf("%s error\n", ermsg[code]);

/* Return to calling
 * program
 */
    return (0);
}

/*                                                      polevl.c
 *                                                      p1evl.c
 *
 *      Evaluate polynomial
 *
 *
 *
 * SYNOPSIS:
 *
 * int N;
 * double x, y, coef[N+1], polevl[];
 *
 * y = polevl( x, coef, N );
 *
 *
 *
 * DESCRIPTION:
 *
 * Evaluates polynomial of degree N:
 *
 *                     2          N
 * y  =  C  + C x + C x  +...+ C x
 *        0    1     2          N
 *
 * Coefficients are stored in reverse order:
 *
 * coef[0] = C  , ..., coef[N] = C  .
 *            N                   0
 *
 *  The function p1evl() assumes that coef[N] = 1.0 and is
 * omitted from the array.  Its calling arguments are
 * otherwise the same as polevl().
 *
 *
 * SPEED:
 *
 * In the interest of speed, there are no checks for out
 * of bounds arithmetic.  This routine is used by most of
 * the functions in the library.  Depending on available
 * equipment features, the user may wish to rewrite the
 * program in microcode or assembly language.
 *
 */

/*
Cephes Math Library Release 2.1:  December, 1988
Copyright 1984, 1987, 1988 by Stephen L. Moshier
Direct inquiries to 30 Frost Street, Cambridge, MA 02140
*/

static double polevl(double x, double coef[], int N)
{
    double          ans;
    int             i;
    double         *p;

    p = coef;
    ans = *p++;
    i = N;

    do
        ans = ans * x + *p++;
    while (--i);

    return (ans);
}

/*                                                      p1evl() */
/*                                          N
 * Evaluate polynomial when coefficient of x  is 1.0.
 * Otherwise same as polevl.
 */

static double p1evl(double x, double coef[], int N)
{
    double          ans;
    double         *p;
    int             i;

    p = coef;
    ans = x + *p++;
    i = N - 1;

    do
        ans = ans * x + *p++;
    while (--i);

    return (ans);
}

#ifndef GAMMA
/* Provide GAMMA function for those who do not already have one */
static double lngamma __PROTO((double z));

int             sgngam;
/* A[]: Stirling's formula expansion of log gamma
 * B[], C[]: log gamma function between 2 and 3
 */
#ifdef UNK
static double   A[] = {
    8.11614167470508450300E-4,
    -5.95061904284301438324E-4,
    7.93650340457716943945E-4,
    -2.77777777730099687205E-3,
    8.33333333333331927722E-2
};
static double   B[] = {
    -1.37825152569120859100E3,
    -3.88016315134637840924E4,
    -3.31612992738871184744E5,
    -1.16237097492762307383E6,
    -1.72173700820839662146E6,
    -8.53555664245765465627E5
};
static double   C[] = {
/* 1.00000000000000000000E0, */
    -3.51815701436523470549E2,
    -1.70642106651881159223E4,
    -2.20528590553854454839E5,
    -1.13933444367982507207E6,
    -2.53252307177582951285E6,
    -2.01889141433532773231E6
};
/* log( sqrt( 2*pi ) ) */
static double   LS2PI = 0.91893853320467274178;
#define MAXLGM 2.556348e305
#endif
#ifdef DEC
static unsigned short A[] = {
    0035524, 0141201, 0034633, 0031405,
    0135433, 0176755, 0126007, 0045030,
    0035520, 0006371, 0003342, 0172730,
    0136066, 0005540, 0132605, 0026407,
    0037252, 0125252, 0125252, 0125132
};
static unsigned short B[] = {
    0142654, 0044014, 0077633, 0035410,
    0144027, 0110641, 0125335, 0144760,
    0144641, 0165637, 0142204, 0047447,
    0145215, 0162027, 0146246, 0155211,
    0145322, 0026110, 0010317, 0110130,
    0145120, 0061472, 0120300, 0025363
};
static unsigned short C[] = {
/*0040200,0000000,0000000,0000000*/
    0142257, 0164150, 0163630, 0112622,
    0143605, 0050153, 0156116, 0135272,
    0144527, 0056045, 0145642, 0062332,
    0145213, 0012063, 0106250, 0001025,
    0145432, 0111254, 0044577, 0115142,
    0145366, 0071133, 0050217, 0005122
};
/* log( sqrt( 2*pi ) ) */
static unsigned short LS2P[] = {040153, 037616, 041445, 0172645,};
#define LS2PI *(double *)LS2P
#define MAXLGM 2.035093e36
#endif

#ifdef IBMPC
static unsigned short A[] = {
    0x6661, 0x2733, 0x9850, 0x3f4a,
    0xe943, 0xb580, 0x7fbd, 0xbf43,
    0x5ebb, 0x20dc, 0x019f, 0x3f4a,
    0xa5a1, 0x16b0, 0xc16c, 0xbf66,
    0x554b, 0x5555, 0x5555, 0x3fb5
};
static unsigned short B[] = {
    0x6761, 0x8ff3, 0x8901, 0xc095,
    0xb93e, 0x355b, 0xf234, 0xc0e2,
    0x89e5, 0xf890, 0x3d73, 0xc114,
    0xdb51, 0xf994, 0xbc82, 0xc131,
    0xf20b, 0x0219, 0x4589, 0xc13a,
    0x055e, 0x5418, 0x0c67, 0xc12a
};
static unsigned short C[] = {
/*0x0000,0x0000,0x0000,0x3ff0,*/
    0x12b2, 0x1cf3, 0xfd0d, 0xc075,
    0xd757, 0x7b89, 0xaa0d, 0xc0d0,
    0x4c9b, 0xb974, 0xeb84, 0xc10a,
    0x0043, 0x7195, 0x6286, 0xc131,
    0xf34c, 0x892f, 0x5255, 0xc143,
    0xe14a, 0x6a11, 0xce4b, 0xc13e
};
/* log( sqrt( 2*pi ) ) */
static unsigned short LS2P[] = {
    0xbeb5, 0xc864, 0x67f1, 0x3fed
};
#define LS2PI *(double *)LS2P
#define MAXLGM 2.556348e305
#endif

#ifdef MIEEE
static unsigned short A[] = {
    0x3f4a, 0x9850, 0x2733, 0x6661,
    0xbf43, 0x7fbd, 0xb580, 0xe943,
    0x3f4a, 0x019f, 0x20dc, 0x5ebb,
    0xbf66, 0xc16c, 0x16b0, 0xa5a1,
    0x3fb5, 0x5555, 0x5555, 0x554b
};
static unsigned short B[] = {
    0xc095, 0x8901, 0x8ff3, 0x6761,
    0xc0e2, 0xf234, 0x355b, 0xb93e,
    0xc114, 0x3d73, 0xf890, 0x89e5,
    0xc131, 0xbc82, 0xf994, 0xdb51,
    0xc13a, 0x4589, 0x0219, 0xf20b,
    0xc12a, 0x0c67, 0x5418, 0x055e
};
static unsigned short C[] = {
    0xc075, 0xfd0d, 0x1cf3, 0x12b2,
    0xc0d0, 0xaa0d, 0x7b89, 0xd757,
    0xc10a, 0xeb84, 0xb974, 0x4c9b,
    0xc131, 0x6286, 0x7195, 0x0043,
    0xc143, 0x5255, 0x892f, 0xf34c,
    0xc13e, 0xce4b, 0x6a11, 0xe14a
};
/* log( sqrt( 2*pi ) ) */
static unsigned short LS2P[] = {
    0x3fed, 0x67f1, 0xc864, 0xbeb5
};
#define LS2PI *(double *)LS2P
#define MAXLGM 2.556348e305
#endif

/* static const double PI = 3.1415926535897932384626433832795028841971693993751;*/
static const double LOGPI = 1.1447298858494001741434273513530587116472948129153;

int             ISNAN(double x)
{
    volatile double a = x;
    if (a != a)
        return 1;
    return 0;
}
int             ISFINITE(double x)
{
    volatile double a = x;
    if (a < DBL_MAX)
        return 1;
    return 0;
}

double          lngamma(double x)
{
    double          p,
                    q,
                    u,
                    w,
                    z;
    int             i;

    sgngam = 1;
#ifdef NANS
    if (ISNAN(x))
        return (x);
#endif

#ifdef INFINITIES
    if (!ISFINITE((x)))
        return (DBL_MAX * DBL_MAX);
#endif

    if (x < -34.0) {
        q = -x;
        w = lngamma(q);            /* note this modifies sgngam! */
        p = floor(q);
        if (p == q) {
    lgsing:
#ifdef INFINITIES
            mtherr("lngamma", SING);
            return (DBL_MAX * DBL_MAX);
#else
            goto loverf;
#endif
        }
        i = p;
        if ((i & 1) == 0)
            sgngam = -1;
        else
            sgngam = 1;
        z = q - p;
        if (z > 0.5) {
            p += 1.0;
            z = p - q;
        }
        z = q * sin(PI * z);
        if (z == 0.0)
            goto lgsing;
/*      z = log(PI) - log( z ) - w;*/
        z = LOGPI - log(z) - w;
        return (z);
    }
    if (x < 13.0) {
        z = 1.0;
        p = 0.0;
        u = x;
        while (u >= 3.0) {
            p -= 1.0;
            u = x + p;
            z *= u;
        }
        while (u < 2.0) {
            if (u == 0.0)
                goto lgsing;
            z /= u;
            p += 1.0;
            u = x + p;
        }
        if (z < 0.0) {
            sgngam = -1;
            z = -z;
        } else
            sgngam = 1;
        if (u == 2.0)
            return (log(z));
        p -= 2.0;
        x = x + p;
        p = x * polevl(x, B, 5) / p1evl(x, C, 6);
        return (log(z) + p);
    }
    if (x > MAXLGM) {
#ifdef INFINITIES
        return (sgngam * (DBL_MAX * DBL_MAX));
#else
loverf:
        mtherr("lngamma", OVERFLOW);
        return (sgngam * MAXNUM);
#endif
    }
    q = (x - 0.5) * log(x) - x + LS2PI;
    if (x > 1.0e8)
        return (q);

    p = 1.0 / (x * x);
    if (x >= 1000.0)
        q += ((7.9365079365079365079365e-4 * p
               - 2.7777777777777777777778e-3) * p
              + 0.0833333333333333333333) / x;
    else
        q += polevl(p, A, 4) / x;
    return (q);
}

#define GAMMA(x) lngamma ((x))
#endif /* !GAMMA */

void f_erf()
{
    struct value a;
    double x;

    x = real(pop(&a));

#ifdef HAVE_ERF
    x = erf(x);
#else
    {
	int fsign;
	fsign = x >= 0 ? 1 : 0;
	x = igamma(0.5, (x)*(x));
	if (x == -1.0) {
	    undefined = TRUE;
	    x = 0.0;
	} else {
	    if (fsign == 0)
		x = -x;
	}
    }
#endif
    push(Gcomplex(&a, x, 0.0));
}

void f_erfc()
{
    struct value a;
    double x;

    x = real(pop(&a));
#ifdef HAVE_ERFC
    x = erfc(x);
#else
    {
	int fsign;
	fsign = x >= 0 ? 1 : 0;
	x = igamma(0.5, (x)*(x));
	if (x == 1.0) {
	    undefined = TRUE;
	    x = 0.0;
	} else { 
	    x = fsign > 0 ? 1.0 - x : 1.0 + x ;
	}
    }
#endif
    push(Gcomplex(&a, x, 0.0));
}

void f_ibeta()
{
    struct value a;
    double x;
    double arg1;
    double arg2;

    x = real(pop(&a));
    arg2 = real(pop(&a));
    arg1 = real(pop(&a));

    x = ibeta(arg1, arg2, x);
    if (x == -1.0) {
	undefined = TRUE;
	push(Ginteger(&a, 0));
    } else
	push(Gcomplex(&a, x, 0.0));
}

void f_igamma()
{
    struct value a;
    double x;
    double arg1;

    x = real(pop(&a));
    arg1 = real(pop(&a));

    x = igamma(arg1, x);
    if (x == -1.0) {
	undefined = TRUE;
	push(Ginteger(&a, 0));
    } else
	push(Gcomplex(&a, x, 0.0));
}

void f_gamma()
{
    register double y;
    struct value a;

    y = GAMMA(real(pop(&a)));
    if (y > 88.0) {
	undefined = TRUE;
	push(Ginteger(&a, 0));
    } else
	push(Gcomplex(&a, signgam * gp_exp(y), 0.0));
}

void f_lgamma()
{
    struct value a;

    push(Gcomplex(&a, GAMMA(real(pop(&a))), 0.0));
}

#ifndef BADRAND

void f_rand()
{
    struct value a;

    push(Gcomplex(&a, ranf(real(pop(&a))), 0.0));
}

#else /* BADRAND */

/* Use only to observe the effect of a "bad" random number generator. */
void f_rand()
{
    struct value a;

    static unsigned int y = 0;
    unsigned int maxran = 1000;

    (void) real(pop(&a));
    y = (781 * y + 387) % maxran;

    push(Gcomplex(&a, (double) y / maxran, 0.0));
}

#endif /* BADRAND */

/* ** ibeta.c
 *
 *   DESCRIB   Approximate the incomplete beta function Ix(a, b).
 *
 *                           _
 *                          |(a + b)     /x  (a-1)         (b-1)
 *             Ix(a, b) = -_-------_--- * |  t     * (1 - t)     dt (a,b > 0)
 *                        |(a) * |(b)   /0
 *
 *
 *
 *   CALL      p = ibeta(a, b, x)
 *
 *             double    a    > 0
 *             double    b    > 0
 *             double    x    [0, 1]
 *
 *   WARNING   none
 *
 *   RETURN    double    p    [0, 1]
 *                            -1.0 on error condition
 *
 *   XREF      lngamma()
 *
 *   BUGS      none
 *
 *   REFERENCE The continued fraction expansion as given by
 *             Abramowitz and Stegun (1964) is used.
 *
 * Copyright (c) 1992 Jos van der Woude, jvdwoude@hut.nl
 *
 * Note: this function was translated from the Public Domain Fortran
 *       version available from http://lib.stat.cmu.edu/apstat/xxx
 *
 */

static double ibeta(a, b, x)
double a, b, x;
{
    /* Test for admissibility of arguments */
    if (a <= 0.0 || b <= 0.0)
	return -1.0;
    if (x < 0.0 || x > 1.0)
	return -1.0;;

    /* If x equals 0 or 1, return x as prob */
    if (x == 0.0 || x == 1.0)
	return x;

    /* Swap a, b if necessarry for more efficient evaluation */
    return a < x * (a + b) ? 1.0 - confrac(b, a, 1.0 - x) : confrac(a, b, x);
}

static double confrac(a, b, x)
double a, b, x;
{
    double Alo = 0.0;
    double Ahi;
    double Aev;
    double Aod;
    double Blo = 1.0;
    double Bhi = 1.0;
    double Bod = 1.0;
    double Bev = 1.0;
    double f;
    double fold;
    double Apb = a + b;
    double d;
    int i;
    int j;

    /* Set up continued fraction expansion evaluation. */
    Ahi = gp_exp(GAMMA(Apb) + a * log(x) + b * log(1.0 - x) -
		 GAMMA(a + 1.0) - GAMMA(b));

    /*
     * Continued fraction loop begins here. Evaluation continues until
     * maximum iterations are exceeded, or convergence achieved.
     */
    for (i = 0, j = 1, f = Ahi; i <= ITMAX; i++, j++) {
	d = a + j + i;
	Aev = -(a + i) * (Apb + i) * x / d / (d - 1.0);
	Aod = j * (b - j) * x / d / (d + 1.0);
	Alo = Bev * Ahi + Aev * Alo;
	Blo = Bev * Bhi + Aev * Blo;
	Ahi = Bod * Alo + Aod * Ahi;
	Bhi = Bod * Blo + Aod * Bhi;

	if (fabs(Bhi) < MACHEPS)
	    Bhi = 0.0;

	if (Bhi != 0.0) {
	    fold = f;
	    f = Ahi / Bhi;
	    if (fabs(f - fold) < fabs(f) * MACHEPS)
		return f;
	}
    }

    return -1.0;
}

/* ** igamma.c
 *
 *   DESCRIB   Approximate the incomplete gamma function P(a, x).
 *
 *                         1     /x  -t   (a-1)
 *             P(a, x) = -_--- * |  e  * t     dt      (a > 0)
 *                       |(a)   /0
 *
 *   CALL      p = igamma(a, x)
 *
 *             double    a    >  0
 *             double    x    >= 0
 *
 *   WARNING   none
 *
 *   RETURN    double    p    [0, 1]
 *                            -1.0 on error condition
 *
 *   XREF      lngamma()
 *
 *   BUGS      Values 0 <= x <= 1 may lead to inaccurate results.
 *
 *   REFERENCE ALGORITHM AS239  APPL. STATIST. (1988) VOL. 37, NO. 3
 *
 * Copyright (c) 1992 Jos van der Woude, jvdwoude@hut.nl
 *
 * Note: this function was translated from the Public Domain Fortran
 *       version available from http://lib.stat.cmu.edu/apstat/239
 *
 */

/* Global variables, not visible outside this file */
static double pn1, pn2, pn3, pn4, pn5, pn6;

static double igamma(a, x)
double a, x;
{
    double arg;
    double aa;
    double an;
    double b;
    int i;

    /* Check that we have valid values for a and x */
    if (x < 0.0 || a <= 0.0)
	return -1.0;

    /* Deal with special cases */
    if (x == 0.0)
	return 0.0;
    if (x > XBIG)
	return 1.0;

    /* Check value of factor arg */
    arg = a * log(x) - x - GAMMA(a + 1.0);
    if (arg < MINEXP)
	return -1.0;
    arg = gp_exp(arg);

    /* Choose infinite series or continued fraction. */

    if ((x > 1.0) && (x >= a + 2.0)) {
	/* Use a continued fraction expansion */

	double rn;
	double rnold;

	aa = 1.0 - a;
	b = aa + x + 1.0;
	pn1 = 1.0;
	pn2 = x;
	pn3 = x + 1.0;
	pn4 = x * b;
	rnold = pn3 / pn4;

	for (i = 1; i <= ITMAX; i++) {

	    aa++;
	    b += 2.0;
	    an = aa * (double) i;

	    pn5 = b * pn3 - an * pn1;
	    pn6 = b * pn4 - an * pn2;

	    if (pn6 != 0.0) {

		rn = pn5 / pn6;
		if (fabs(rnold - rn) <= GPMIN(MACHEPS, MACHEPS * rn))
		    return 1.0 - arg * rn * a;

		rnold = rn;
	    }
	    pn1 = pn3;
	    pn2 = pn4;
	    pn3 = pn5;
	    pn4 = pn6;

	    /* Re-scale terms in continued fraction if terms are large */
	    if (fabs(pn5) >= OFLOW) {

		pn1 /= OFLOW;
		pn2 /= OFLOW;
		pn3 /= OFLOW;
		pn4 /= OFLOW;
	    }
	}
    } else {
	/* Use Pearson's series expansion. */

	for (i = 0, aa = a, an = b = 1.0; i <= ITMAX; i++) {

	    aa++;
	    an *= x / aa;
	    b += an;
	    if (an < b * MACHEPS)
		return arg * b;
	}
    }
    return -1.0;
}

/***********************************************************************
     double ranf(double init)
                RANDom number generator as a Function
     Returns a random floating point number from a uniform distribution
     over 0 - 1 (endpoints of this interval are not returned) using a
     large integer generator.
     This is a transcription from Pascal to Fortran of routine
     Uniform_01 from the paper
     L'Ecuyer, P. and Cote, S. "Implementing a Random Number Package
     with Splitting Facilities." ACM Transactions on Mathematical
     Software, 17:98-111 (1991)

               GeNerate LarGe Integer
     Returns a random integer following a uniform distribution over
     (1, 2147483562) using the generator.
     This is a transcription from Pascal to Fortran of routine
     Random from the paper
     L'Ecuyer, P. and Cote, S. "Implementing a Random Number Package
     with Splitting Facilities." ACM Transactions on Mathematical
     Software, 17:98-111 (1991)
***********************************************************************/
static double ranf(init)
double init;
{

    long k, z;
    static int firsttime = 1;
    static long s1, s2;

    /* (Re)-Initialize seeds if necessary */
    if (init < 0.0 || firsttime == 1) {
	firsttime = 0;
	s1 = 1234567890L;
	s2 = 1234567890L;
    }
    /* Generate pseudo random integers */
    k = s1 / 53668L;
    s1 = Xa1 * (s1 - k * 53668L) - k * 12211;
    if (s1 < 0)
	s1 += Xm1;
    k = s2 / 52774L;
    s2 = Xa2 * (s2 - k * 52774L) - k * 3791;
    if (s2 < 0)
	s2 += Xm2;
    z = s1 - s2;
    if (z < 1)
	z += (Xm1 - 1);

    /*
     * 4.656613057E-10 is 1/Xm1.  Xm1 is set at the top of this file and is
     * currently 2147483563. If Xm1 changes, change this also.
     */
    return (double) 4.656613057E-10 *z;
}

/* ----------------------------------------------------------------
   Following to specfun.c made by John Grosh (jgrosh@arl.mil)
   on 28 OCT 1992.
   ---------------------------------------------------------------- */

void f_normal()
{				/* Normal or Gaussian Probability Function */
    struct value a;
    double x;

    /* ref. Abramowitz and Stegun 1964, "Handbook of Mathematical 
       Functions", Applied Mathematics Series, vol 55,
       Chapter 26, page 934, Eqn. 26.2.29 and Jos van der Woude 
       code found above */

    x = real(pop(&a));

    x = 0.5 * SQRT_TWO * x;
#ifdef HAVE_ERF
    x = 0.5 * (1.0 + erf(x));
#else
    {
	int fsign;
	fsign = x >= 0 ? 1 : 0;
	x = igamma(0.5, (x)*(x));
	if (x == 1.0) {
	    undefined = TRUE;
	    x = 0.0;
	} else { 
	    if (fsign == 0)
		x = -(x);
	    x = 0.5 * (1.0 + x);
	}
    }
#endif
    push(Gcomplex(&a, x, 0.0));
}

void f_inverse_normal()
{				/* Inverse normal distribution function */
    struct value a;
    double x;

    x = real(pop(&a));

    if (x <= 0.0 || x >= 1.0) {
	undefined = TRUE;
	push(Gcomplex(&a, 0.0, 0.0));
    } else {
	push(Gcomplex(&a, inverse_normal_func(x), 0.0));
    }
}


void f_inverse_erf()
{				/* Inverse error function */
    struct value a;
    double x;

    x = real(pop(&a));

    if (fabs(x) >= 1.0) {
	undefined = TRUE;
	push(Gcomplex(&a, 0.0, 0.0));
    } else {
	push(Gcomplex(&a, inverse_error_func(x), 0.0));
    }
}

/*                                                      ndtri.c
 *
 *      Inverse of Normal distribution function
 *
 *
 *
 * SYNOPSIS:
 *
 * double x, y, ndtri();
 *
 * x = ndtri( y );
 *
 *
 *
 * DESCRIPTION:
 *
 * Returns the argument, x, for which the area under the
 * Gaussian probability density function (integrated from
 * minus infinity to x) is equal to y.
 *
 *
 * For small arguments 0 < y < exp(-2), the program computes
 * z = sqrt( -2.0 * log(y) );  then the approximation is
 * x = z - log(z)/z  - (1/z) P(1/z) / Q(1/z).
 * There are two rational functions P/Q, one for 0 < y < exp(-32)
 * and the other for y up to exp(-2).  For larger arguments,
 * w = y - 0.5, and  x/sqrt(2pi) = w + w**3 R(w**2)/S(w**2)).
 *
 *
 * ACCURACY:
 *
 *                      Relative error:
 * arithmetic   domain        # trials      peak         rms
 *    DEC      0.125, 1         5500       9.5e-17     2.1e-17
 *    DEC      6e-39, 0.135     3500       5.7e-17     1.3e-17
 *    IEEE     0.125, 1        20000       7.2e-16     1.3e-16
 *    IEEE     3e-308, 0.135   50000       4.6e-16     9.8e-17
 *
 *
 * ERROR MESSAGES:
 *
 *   message         condition    value returned
 * ndtri domain       x <= 0        -DBL_MAX
 * ndtri domain       x >= 1         DBL_MAX
 *
 */

/*
Cephes Math Library Release 2.8:  June, 2000
Copyright 1984, 1987, 1989, 2000 by Stephen L. Moshier
*/

#ifdef UNK
/* sqrt(2pi) */
static double   s2pi = 2.50662827463100050242E0;
#endif

#ifdef DEC
static unsigned short s2p[] = {0040440, 0066230, 0177661, 0034055};
#define s2pi *(double *)s2p
#endif

#ifdef IBMPC
static unsigned short s2p[] = {0x2706, 0x1ff6, 0x0d93, 0x4004};
#define s2pi *(double *)s2p
#endif

#ifdef MIEEE
static unsigned short s2p[] = {
    0x4004, 0x0d93, 0x1ff6, 0x2706
};
#define s2pi *(double *)s2p
#endif

/* approximation for 0 <= |y - 0.5| <= 3/8 */
#ifdef UNK
static double   P0[5] = {
    -5.99633501014107895267E1,
    9.80010754185999661536E1,
    -5.66762857469070293439E1,
    1.39312609387279679503E1,
    -1.23916583867381258016E0,
};
static double   Q0[8] = {
/* 1.00000000000000000000E0,*/
    1.95448858338141759834E0,
    4.67627912898881538453E0,
    8.63602421390890590575E1,
    -2.25462687854119370527E2,
    2.00260212380060660359E2,
    -8.20372256168333339912E1,
    1.59056225126211695515E1,
    -1.18331621121330003142E0,
};
#endif
#ifdef DEC
static unsigned short P0[20] = {
    0141557, 0155170, 0071360, 0120550,
    0041704, 0000214, 0172417, 0067307,
    0141542, 0132204, 0040066, 0156723,
    0041136, 0163161, 0157276, 0007747,
    0140236, 0116374, 0073666, 0051764,
};
static unsigned short Q0[32] = {
/*0040200,0000000,0000000,0000000,*/
    0040372, 0026256, 0110403, 0123707,
    0040625, 0122024, 0020277, 0026661,
    0041654, 0134161, 0124134, 0007244,
    0142141, 0073162, 0133021, 0131371,
    0042110, 0041235, 0043516, 0057767,
    0141644, 0011417, 0036155, 0137305,
    0041176, 0076556, 0004043, 0125430,
    0140227, 0073347, 0152776, 0067251,
};
#endif
#ifdef IBMPC
static unsigned short P0[20] = {
    0x142d, 0x0e5e, 0xfb4f, 0xc04d,
    0xedd9, 0x9ea1, 0x8011, 0x4058,
    0xdbba, 0x8806, 0x5690, 0xc04c,
    0xc1fd, 0x3bd7, 0xdcce, 0x402b,
    0xca7e, 0x8ef6, 0xd39f, 0xbff3,
};
static unsigned short Q0[36] = {
/*0x0000,0x0000,0x0000,0x3ff0,*/
    0x74f9, 0xd220, 0x4595, 0x3fff,
    0xe5b6, 0x8417, 0xb482, 0x4012,
    0x81d4, 0x350b, 0x970e, 0x4055,
    0x365f, 0x56c2, 0x2ece, 0xc06c,
    0xcbff, 0xa8e9, 0x0853, 0x4069,
    0xb7d9, 0xe78d, 0x8261, 0xc054,
    0x7563, 0xc104, 0xcfad, 0x402f,
    0xcdd5, 0xfabf, 0xeedc, 0xbff2,
};
#endif
#ifdef MIEEE
static unsigned short P0[20] = {
    0xc04d, 0xfb4f, 0x0e5e, 0x142d,
    0x4058, 0x8011, 0x9ea1, 0xedd9,
    0xc04c, 0x5690, 0x8806, 0xdbba,
    0x402b, 0xdcce, 0x3bd7, 0xc1fd,
    0xbff3, 0xd39f, 0x8ef6, 0xca7e,
};
static unsigned short Q0[32] = {
/*0x3ff0,0x0000,0x0000,0x0000,*/
    0x3fff, 0x4595, 0xd220, 0x74f9,
    0x4012, 0xb482, 0x8417, 0xe5b6,
    0x4055, 0x970e, 0x350b, 0x81d4,
    0xc06c, 0x2ece, 0x56c2, 0x365f,
    0x4069, 0x0853, 0xa8e9, 0xcbff,
    0xc054, 0x8261, 0xe78d, 0xb7d9,
    0x402f, 0xcfad, 0xc104, 0x7563,
    0xbff2, 0xeedc, 0xfabf, 0xcdd5,
};
#endif

/* Approximation for interval z = sqrt(-2 log y ) between 2 and 8
 * i.e., y between exp(-2) = .135 and exp(-32) = 1.27e-14.
 */
#ifdef UNK
static double   P1[9] = {
    4.05544892305962419923E0,
    3.15251094599893866154E1,
    5.71628192246421288162E1,
    4.40805073893200834700E1,
    1.46849561928858024014E1,
    2.18663306850790267539E0,
    -1.40256079171354495875E-1,
    -3.50424626827848203418E-2,
    -8.57456785154685413611E-4,
};
static double   Q1[8] = {
/*  1.00000000000000000000E0,*/
    1.57799883256466749731E1,
    4.53907635128879210584E1,
    4.13172038254672030440E1,
    1.50425385692907503408E1,
    2.50464946208309415979E0,
    -1.42182922854787788574E-1,
    -3.80806407691578277194E-2,
    -9.33259480895457427372E-4,
};
#endif
#ifdef DEC
static unsigned short P1[36] = {
    0040601, 0143074, 0150744, 0073326,
    0041374, 0031554, 0113253, 0146016,
    0041544, 0123272, 0012463, 0176771,
    0041460, 0051160, 0103560, 0156511,
    0041152, 0172624, 0117772, 0030755,
    0040413, 0170713, 0151545, 0176413,
    0137417, 0117512, 0022154, 0131671,
    0137017, 0104257, 0071432, 0007072,
    0135540, 0143363, 0063137, 0036166,
};
static unsigned short Q1[32] = {
/*0040200,0000000,0000000,0000000,*/
    0041174, 0075325, 0004736, 0120326,
    0041465, 0110044, 0047561, 0045567,
    0041445, 0042321, 0012142, 0030340,
    0041160, 0127074, 0166076, 0141051,
    0040440, 0046055, 0040745, 0150400,
    0137421, 0114146, 0067330, 0010621,
    0137033, 0175162, 0025555, 0114351,
    0135564, 0122773, 0145750, 0030357,
};
#endif
#ifdef IBMPC
static unsigned short P1[36] = {
    0x8edb, 0x9a3c, 0x38c7, 0x4010,
    0x7982, 0x92d5, 0x866d, 0x403f,
    0x7fbf, 0x42a6, 0x94d7, 0x404c,
    0x1ba9, 0x10ee, 0x0a4e, 0x4046,
    0x463e, 0x93ff, 0x5eb2, 0x402d,
    0xbfa1, 0x7a6c, 0x7e39, 0x4001,
    0x9677, 0x448d, 0xf3e9, 0xbfc1,
    0x41c7, 0xee63, 0xf115, 0xbfa1,
    0xe78f, 0x6ccb, 0x18de, 0xbf4c,
};
static unsigned short Q1[32] = {
/*0x0000,0x0000,0x0000,0x3ff0,*/
    0xd41b, 0xa13b, 0x8f5a, 0x402f,
    0x296f, 0x89ee, 0xb204, 0x4046,
    0x461c, 0x228c, 0xa89a, 0x4044,
    0xd845, 0x9d87, 0x15c7, 0x402e,
    0xba20, 0xa83c, 0x0985, 0x4004,
    0x0232, 0xcddb, 0x330c, 0xbfc2,
    0xb31d, 0x456d, 0x7f4e, 0xbfa3,
    0x061e, 0x797d, 0x94bf, 0xbf4e,
};
#endif
#ifdef MIEEE
static unsigned short P1[36] = {
    0x4010, 0x38c7, 0x9a3c, 0x8edb,
    0x403f, 0x866d, 0x92d5, 0x7982,
    0x404c, 0x94d7, 0x42a6, 0x7fbf,
    0x4046, 0x0a4e, 0x10ee, 0x1ba9,
    0x402d, 0x5eb2, 0x93ff, 0x463e,
    0x4001, 0x7e39, 0x7a6c, 0xbfa1,
    0xbfc1, 0xf3e9, 0x448d, 0x9677,
    0xbfa1, 0xf115, 0xee63, 0x41c7,
    0xbf4c, 0x18de, 0x6ccb, 0xe78f,
};
static unsigned short Q1[32] = {
/*0x3ff0,0x0000,0x0000,0x0000,*/
    0x402f, 0x8f5a, 0xa13b, 0xd41b,
    0x4046, 0xb204, 0x89ee, 0x296f,
    0x4044, 0xa89a, 0x228c, 0x461c,
    0x402e, 0x15c7, 0x9d87, 0xd845,
    0x4004, 0x0985, 0xa83c, 0xba20,
    0xbfc2, 0x330c, 0xcddb, 0x0232,
    0xbfa3, 0x7f4e, 0x456d, 0xb31d,
    0xbf4e, 0x94bf, 0x797d, 0x061e,
};
#endif

/* Approximation for interval z = sqrt(-2 log y ) between 8 and 64
 * i.e., y between exp(-32) = 1.27e-14 and exp(-2048) = 3.67e-890.
 */

#ifdef UNK
static double   P2[9] = {
    3.23774891776946035970E0,
    6.91522889068984211695E0,
    3.93881025292474443415E0,
    1.33303460815807542389E0,
    2.01485389549179081538E-1,
    1.23716634817820021358E-2,
    3.01581553508235416007E-4,
    2.65806974686737550832E-6,
    6.23974539184983293730E-9,
};
static double   Q2[8] = {
/*  1.00000000000000000000E0,*/
    6.02427039364742014255E0,
    3.67983563856160859403E0,
    1.37702099489081330271E0,
    2.16236993594496635890E-1,
    1.34204006088543189037E-2,
    3.28014464682127739104E-4,
    2.89247864745380683936E-6,
    6.79019408009981274425E-9,
};
#endif
#ifdef DEC
static unsigned short P2[36] = {
    0040517, 0033507, 0036236, 0125641,
    0040735, 0044616, 0014473, 0140133,
    0040574, 0012567, 0114535, 0102541,
    0040252, 0120340, 0143474, 0150135,
    0037516, 0051057, 0115361, 0031211,
    0036512, 0131204, 0101511, 0125144,
    0035236, 0016627, 0043160, 0140216,
    0033462, 0060512, 0060141, 0010641,
    0031326, 0062541, 0101304, 0077706,
};
static unsigned short Q2[32] = {
/*0040200,0000000,0000000,0000000,*/
    0040700, 0143322, 0132137, 0040501,
    0040553, 0101155, 0053221, 0140257,
    0040260, 0041071, 0052573, 0010004,
    0037535, 0066472, 0177261, 0162330,
    0036533, 0160475, 0066666, 0036132,
    0035253, 0174533, 0027771, 0044027,
    0033502, 0016147, 0117666, 0063671,
    0031351, 0047455, 0141663, 0054751,
};
#endif
#ifdef IBMPC
static unsigned short P2[36] = {
    0xd574, 0xe793, 0xe6e8, 0x4009,
    0x780b, 0xc327, 0xa931, 0x401b,
    0xb0ac, 0xf32b, 0x82ae, 0x400f,
    0x9a0c, 0x18e7, 0x541c, 0x3ff5,
    0x2651, 0xf35e, 0xca45, 0x3fc9,
    0x354d, 0x9069, 0x5650, 0x3f89,
    0x1812, 0xe8ce, 0xc3b2, 0x3f33,
    0x2234, 0x4c0c, 0x4c29, 0x3ec6,
    0x8ff9, 0x3058, 0xccac, 0x3e3a,
};
static unsigned short Q2[32] = {
/*0x0000,0x0000,0x0000,0x3ff0,*/
    0xe828, 0x568b, 0x18da, 0x4018,
    0x3816, 0xaad2, 0x704d, 0x400d,
    0x6200, 0x2aaf, 0x0847, 0x3ff6,
    0x3c9b, 0x5fd6, 0xada7, 0x3fcb,
    0xc78b, 0xadb6, 0x7c27, 0x3f8b,
    0x2903, 0x65ff, 0x7f2b, 0x3f35,
    0xccf7, 0xf3f6, 0x438c, 0x3ec8,
    0x6b3d, 0xb876, 0x29e5, 0x3e3d,
};
#endif
#ifdef MIEEE
static unsigned short P2[36] = {
    0x4009, 0xe6e8, 0xe793, 0xd574,
    0x401b, 0xa931, 0xc327, 0x780b,
    0x400f, 0x82ae, 0xf32b, 0xb0ac,
    0x3ff5, 0x541c, 0x18e7, 0x9a0c,
    0x3fc9, 0xca45, 0xf35e, 0x2651,
    0x3f89, 0x5650, 0x9069, 0x354d,
    0x3f33, 0xc3b2, 0xe8ce, 0x1812,
    0x3ec6, 0x4c29, 0x4c0c, 0x2234,
    0x3e3a, 0xccac, 0x3058, 0x8ff9,
};
static unsigned short Q2[32] = {
/*0x3ff0,0x0000,0x0000,0x0000,*/
    0x4018, 0x18da, 0x568b, 0xe828,
    0x400d, 0x704d, 0xaad2, 0x3816,
    0x3ff6, 0x0847, 0x2aaf, 0x6200,
    0x3fcb, 0xada7, 0x5fd6, 0x3c9b,
    0x3f8b, 0x7c27, 0xadb6, 0xc78b,
    0x3f35, 0x7f2b, 0x65ff, 0x2903,
    0x3ec8, 0x438c, 0xf3f6, 0xccf7,
    0x3e3d, 0x29e5, 0xb876, 0x6b3d,
};
#endif

static double inverse_normal_func(double y0)
{
    double          x,
                    y,
                    z,
                    y2,
                    x0,
                    x1;
    int             code;

    if (y0 <= 0.0) {
        mtherr("inverse_normal_func", DOMAIN);
        return (-DBL_MAX);
    }
    if (y0 >= 1.0) {
        mtherr("inverse_normal_func", DOMAIN);
        return (DBL_MAX);
    }
    code = 1;
    y = y0;
    if (y > (1.0 - 0.13533528323661269189)) {   /* 0.135... = exp(-2) */
        y = 1.0 - y;
        code = 0;
    }
    if (y > 0.13533528323661269189) {
        y = y - 0.5;
        y2 = y * y;
        x = y + y * (y2 * polevl(y2, P0, 4) / p1evl(y2, Q0, 8));
        x = x * s2pi;
        return (x);
    }
    x = sqrt(-2.0 * log(y));
    x0 = x - log(x) / x;

    z = 1.0 / x;
    if (x < 8.0)                /* y > exp(-32) = 1.2664165549e-14 */
        x1 = z * polevl(z, P1, 8) / p1evl(z, Q1, 8);
    else
        x1 = z * polevl(z, P2, 8) / p1evl(z, Q2, 8);
    x = x0 - x1;
    if (code != 0)
        x = -x;
    return (x);
}
/*                                                      ndtr.c
 *
 *      Normal distribution function
 *
 *
 *
 * SYNOPSIS:
 *
 * double x, y, ndtr();
 *
 * y = ndtr( x );
 *
 *
 *
 * DESCRIPTION:
 *
 * Returns the area under the Gaussian probability density
 * function, integrated from minus infinity to x:
 *
 *                            x
 *                             -
 *                   1        | |          2
 *    ndtr(x)  = ---------    |    exp( - t /2 ) dt
 *               sqrt(2pi)  | |
 *                           -
 *                          -inf.
 *
 *             =  ( 1 + erf(z) ) / 2
 *             =  erfc(z) / 2
 *
 * where z = x/sqrt(2). Computation is via the functions
 * erf and erfc.
 *
 *
 * ACCURACY:
 *
 *                      Relative error:
 * arithmetic   domain     # trials      peak         rms
 *    DEC      -13,0         8000       2.1e-15     4.8e-16
 *    IEEE     -13,0        30000       3.4e-14     6.7e-15
 *
 *
 * ERROR MESSAGES:
 *
 *   message         condition         value returned
 * erfc underflow    x > 37.519379347       0.0
 *
 */

/*                                                     erf.c
 *
 *      Error function
 *
 *
 *
 * SYNOPSIS:
 *
 * double x, y, erf();
 *
 * y = erf( x );
 *
 *
 *
 * DESCRIPTION:
 *
 * The integral is
 *
 *                           x
 *                            -
 *                 2         | |          2
 *   erf(x)  =  --------     |    exp( - t  ) dt.
 *              sqrt(pi)   | |
 *                          -
 *                           0
 *
 * The magnitude of x is limited to 9.231948545 for DEC
 * arithmetic; 1 or -1 is returned outside this range.
 *
 * For 0 <= |x| < 1, erf(x) = x * P4(x**2)/Q5(x**2); otherwise
 * erf(x) = 1 - erfc(x).
 *
 *
 *
 * ACCURACY:
 *
 *                      Relative error:
 * arithmetic   domain     # trials      peak         rms
 *    DEC       0,1         14000       4.7e-17     1.5e-17
 *    IEEE      0,1         30000       3.7e-16     1.0e-16
 *
 */

/*                                                     erfc.c
 *
 *      Complementary error function
 *
 *
 *
 * SYNOPSIS:
 *
 * double x, y, erfc();
 *
 * y = erfc( x );
 *
 *
 *
 * DESCRIPTION:
 *
 *
 *  1 - erf(x) =
 *
 *                           inf.
 *                             -
 *                  2         | |          2
 *   erfc(x)  =  --------     |    exp( - t  ) dt
 *               sqrt(pi)   | |
 *                           -
 *                            x
 *
 *
 * For small x, erfc(x) = 1 - erf(x); otherwise rational
 * approximations are computed.
 *
 *
 *
 * ACCURACY:
 *
 *                      Relative error:
 * arithmetic   domain     # trials      peak         rms
 *    DEC       0, 9.2319   12000       5.1e-16     1.2e-16
 *    IEEE      0,26.6417   30000       5.7e-14     1.5e-14
 *
 *
 * ERROR MESSAGES:
 *
 *   message         condition              value returned
 * erfc underflow    x > 9.231948545 (DEC)       0.0
 *
 *
 */

/*
Cephes Math Library Release 2.8:  June, 2000
Copyright 1984, 1987, 1988, 1992, 2000 by Stephen L. Moshier
*/

static const double SQRTH = 0.70710678118654752440084436210484903928483593768845;

#ifdef UNK
static double   P[] = {
    2.46196981473530512524E-10,
    5.64189564831068821977E-1,
    7.46321056442269912687E0,
    4.86371970985681366614E1,
    1.96520832956077098242E2,
    5.26445194995477358631E2,
    9.34528527171957607540E2,
    1.02755188689515710272E3,
    5.57535335369399327526E2
};
static double   Q[] = {
/* 1.00000000000000000000E0,*/
    1.32281951154744992508E1,
    8.67072140885989742329E1,
    3.54937778887819891062E2,
    9.75708501743205489753E2,
    1.82390916687909736289E3,
    2.24633760818710981792E3,
    1.65666309194161350182E3,
    5.57535340817727675546E2
};
static double   R[] = {
    5.64189583547755073984E-1,
    1.27536670759978104416E0,
    5.01905042251180477414E0,
    6.16021097993053585195E0,
    7.40974269950448939160E0,
    2.97886665372100240670E0
};
static double   S[] = {
/* 1.00000000000000000000E0,*/
    2.26052863220117276590E0,
    9.39603524938001434673E0,
    1.20489539808096656605E1,
    1.70814450747565897222E1,
    9.60896809063285878198E0,
    3.36907645100081516050E0
};
static double   T[] = {
    9.60497373987051638749E0,
    9.00260197203842689217E1,
    2.23200534594684319226E3,
    7.00332514112805075473E3,
    5.55923013010394962768E4
};
static double   U[] = {
/* 1.00000000000000000000E0,*/
    3.35617141647503099647E1,
    5.21357949780152679795E2,
    4.59432382970980127987E3,
    2.26290000613890934246E4,
    4.92673942608635921086E4
};

#define UTHRESH 37.519379347
#endif

#ifdef DEC
static unsigned short P[] = {
    0030207, 0054445, 0011173, 0021706,
    0040020, 0067272, 0030661, 0122075,
    0040756, 0151236, 0173053, 0067042,
    0041502, 0106175, 0062555, 0151457,
    0042104, 0102525, 0047401, 0003667,
    0042403, 0116176, 0011446, 0075303,
    0042551, 0120723, 0061641, 0123275,
    0042600, 0070651, 0007264, 0134516,
    0042413, 0061102, 0167507, 0176625
};
static unsigned short Q[] = {
/*0040200,0000000,0000000,0000000,*/
    0041123, 0123257, 0165741, 0017142,
    0041655, 0065027, 0173413, 0115450,
    0042261, 0074011, 0021573, 0004150,
    0042563, 0166530, 0013662, 0007200,
    0042743, 0176427, 0162443, 0105214,
    0043014, 0062546, 0153727, 0123772,
    0042717, 0012470, 0006227, 0067424,
    0042413, 0061103, 0003042, 0013254
};
static unsigned short R[] = {
    0040020, 0067272, 0101024, 0155421,
    0040243, 0037467, 0056706, 0026462,
    0040640, 0116017, 0120665, 0034315,
    0040705, 0020162, 0143350, 0060137,
    0040755, 0016234, 0134304, 0130157,
    0040476, 0122700, 0051070, 0015473
};
static unsigned short S[] = {
/*0040200,0000000,0000000,0000000,*/
    0040420, 0126200, 0044276, 0070413,
    0041026, 0053051, 0007302, 0063746,
    0041100, 0144203, 0174051, 0061151,
    0041210, 0123314, 0126343, 0177646,
    0041031, 0137125, 0051431, 0033011,
    0040527, 0117362, 0152661, 0066201
};
static unsigned short T[] = {
    0041031, 0126770, 0170672, 0166101,
    0041664, 0006522, 0072360, 0031770,
    0043013, 0100025, 0162641, 0126671,
    0043332, 0155231, 0161627, 0076200,
    0044131, 0024115, 0021020, 0117343
};
static unsigned short U[] = {
/*0040200,0000000,0000000,0000000,*/
    0041406, 0037461, 0177575, 0032714,
    0042402, 0053350, 0123061, 0153557,
    0043217, 0111227, 0032007, 0164217,
    0043660, 0145000, 0004013, 0160114,
    0044100, 0071544, 0167107, 0125471
};
#define UTHRESH 14.0
#endif

#ifdef IBMPC
static unsigned short P[] = {
    0x6479, 0xa24f, 0xeb24, 0x3df0,
    0x3488, 0x4636, 0x0dd7, 0x3fe2,
    0x6dc4, 0xdec5, 0xda53, 0x401d,
    0xba66, 0xacad, 0x518f, 0x4048,
    0x20f7, 0xa9e0, 0x90aa, 0x4068,
    0xcf58, 0xc264, 0x738f, 0x4080,
    0x34d8, 0x6c74, 0x343a, 0x408d,
    0x972a, 0x21d6, 0x0e35, 0x4090,
    0xffb3, 0x5de8, 0x6c48, 0x4081
};
static unsigned short Q[] = {
/*0x0000,0x0000,0x0000,0x3ff0,*/
    0x23cc, 0xfd7c, 0x74d5, 0x402a,
    0x7365, 0xfee1, 0xad42, 0x4055,
    0x610d, 0x246f, 0x2f01, 0x4076,
    0x41d0, 0x02f6, 0x7dab, 0x408e,
    0x7151, 0xfca4, 0x7fa2, 0x409c,
    0xf4ff, 0xdafa, 0x8cac, 0x40a1,
    0xede2, 0x0192, 0xe2a7, 0x4099,
    0x42d6, 0x60c4, 0x6c48, 0x4081
};
static unsigned short R[] = {
    0x9b62, 0x5042, 0x0dd7, 0x3fe2,
    0xc5a6, 0xebb8, 0x67e6, 0x3ff4,
    0xa71a, 0xf436, 0x1381, 0x4014,
    0x0c0c, 0x58dd, 0xa40e, 0x4018,
    0x960e, 0x9718, 0xa393, 0x401d,
    0x0367, 0x0a47, 0xd4b8, 0x4007
};
static unsigned short S[] = {
/*0x0000,0x0000,0x0000,0x3ff0,*/
    0xce21, 0x0917, 0x1590, 0x4002,
    0x4cfd, 0x21d8, 0xcac5, 0x4022,
    0x2c4d, 0x7f05, 0x1910, 0x4028,
    0x7ff5, 0x959c, 0x14d9, 0x4031,
    0x26c1, 0xaa63, 0x37ca, 0x4023,
    0x2d90, 0x5ab6, 0xf3de, 0x400a
};
static unsigned short T[] = {
    0x5d88, 0x1e37, 0x35bf, 0x4023,
    0x067f, 0x4e9e, 0x81aa, 0x4056,
    0x35b7, 0xbcb4, 0x7002, 0x40a1,
    0xef90, 0x3c72, 0x5b53, 0x40bb,
    0x13dc, 0xa442, 0x2509, 0x40eb
};
static unsigned short U[] = {
/*0x0000,0x0000,0x0000,0x3ff0,*/
    0xa6ba, 0x3fef, 0xc7e6, 0x4040,
    0x3aee, 0x14c6, 0x4add, 0x4080,
    0xfd12, 0xe680, 0xf252, 0x40b1,
    0x7c0a, 0x0101, 0x1940, 0x40d6,
    0xf567, 0x9dc8, 0x0e6c, 0x40e8
};
#define UTHRESH 37.519379347
#endif

#ifdef MIEEE
static unsigned short P[] = {
    0x3df0, 0xeb24, 0xa24f, 0x6479,
    0x3fe2, 0x0dd7, 0x4636, 0x3488,
    0x401d, 0xda53, 0xdec5, 0x6dc4,
    0x4048, 0x518f, 0xacad, 0xba66,
    0x4068, 0x90aa, 0xa9e0, 0x20f7,
    0x4080, 0x738f, 0xc264, 0xcf58,
    0x408d, 0x343a, 0x6c74, 0x34d8,
    0x4090, 0x0e35, 0x21d6, 0x972a,
    0x4081, 0x6c48, 0x5de8, 0xffb3
};
static unsigned short Q[] = {
    0x402a, 0x74d5, 0xfd7c, 0x23cc,
    0x4055, 0xad42, 0xfee1, 0x7365,
    0x4076, 0x2f01, 0x246f, 0x610d,
    0x408e, 0x7dab, 0x02f6, 0x41d0,
    0x409c, 0x7fa2, 0xfca4, 0x7151,
    0x40a1, 0x8cac, 0xdafa, 0xf4ff,
    0x4099, 0xe2a7, 0x0192, 0xede2,
    0x4081, 0x6c48, 0x60c4, 0x42d6
};
static unsigned short R[] = {
    0x3fe2, 0x0dd7, 0x5042, 0x9b62,
    0x3ff4, 0x67e6, 0xebb8, 0xc5a6,
    0x4014, 0x1381, 0xf436, 0xa71a,
    0x4018, 0xa40e, 0x58dd, 0x0c0c,
    0x401d, 0xa393, 0x9718, 0x960e,
    0x4007, 0xd4b8, 0x0a47, 0x0367
};
static unsigned short S[] = {
    0x4002, 0x1590, 0x0917, 0xce21,
    0x4022, 0xcac5, 0x21d8, 0x4cfd,
    0x4028, 0x1910, 0x7f05, 0x2c4d,
    0x4031, 0x14d9, 0x959c, 0x7ff5,
    0x4023, 0x37ca, 0xaa63, 0x26c1,
    0x400a, 0xf3de, 0x5ab6, 0x2d90
};
static unsigned short T[] = {
    0x4023, 0x35bf, 0x1e37, 0x5d88,
    0x4056, 0x81aa, 0x4e9e, 0x067f,
    0x40a1, 0x7002, 0xbcb4, 0x35b7,
    0x40bb, 0x5b53, 0x3c72, 0xef90,
    0x40eb, 0x2509, 0xa442, 0x13dc
};
static unsigned short U[] = {
    0x4040, 0xc7e6, 0x3fef, 0xa6ba,
    0x4080, 0x4add, 0x14c6, 0x3aee,
    0x40b1, 0xf252, 0xe680, 0xfd12,
    0x40d6, 0x1940, 0x0101, 0x7c0a,
    0x40e8, 0x0e6c, 0x9dc8, 0xf567
};
#define UTHRESH 37.519379347
#endif
/*
double          ndtr(double a)
{
    double          x,
                    y,
                    z;

    x = a * SQRTH;
    z = fabs(x);

    if (z < SQRTH)
        y = 0.5 + 0.5 * erf(x);

    else {
        y = 0.5 * erfc(z);

        if (x > 0)
            y = 1.0 - y;
    }

    return (y);
}
*/
double erf(double);

double          erfc(double a)
{
    double          p,
                    q,
                    x,
                    y,
                    z;

    if (a < 0.0)
        x = -a;
    else
        x = a;

    if (x < 1.0)
        return (1.0 - erf(a));

    z = -a * a;

    if (z < DBL_MIN_10_EXP) {
under:
        mtherr("erfc", UNDERFLOW);
        if (a < 0)
            return (2.0);
        else
            return (0.0);
    }
    z = exp(z);

    if (x < 8.0) {
        p = polevl(x, P, 8);
        q = p1evl(x, Q, 8);
    } else {
        p = polevl(x, R, 5);
        q = p1evl(x, S, 6);
    }
    y = (z * p) / q;

    if (a < 0)
        y = 2.0 - y;

    if (y == 0.0)
        goto under;

    return (y);
}

double          erf(double x)
{
    double          y,
                    z;

    if (fabs(x) > 1.0)
        return (1.0 - erfc(x));
    z = x * x;
    y = x * polevl(z, T, 4) / p1evl(z, U, 5);
    return (y);

}

static double inverse_error_func(double y)
{
    double          x = 0.0;    /* The output */
    double          z = 0.0;    /* Intermadiate variable */
    double          y0 = 0.7;   /* Central range variable */

    /* Coefficients in rational approximations. */
    double          a[4] = {0.886226899, -1.645349621, 0.914624893, -0.140543331};
    double          b[4] = {-2.118377725, 1.442710462, -0.329097515, 0.012229801};
    double          c[4] = {-1.970840454, -1.624906493, 3.429567803, 1.641345311};
    double          d[2] = {3.543889200, 1.637067800};

    if ((y < -1.0) || (1.0 < y)) {
        printf("inverse_error_func: The value out of the range of the function");
        x = log(-1.0);
    } else if ((y == -1.0) || (1.0 == y)) {
        x = -y * log(0.0);
    } else if ((-1.0 < y) && (y < -y0)) {
        z = sqrt(-log((1.0 + y) / 2.0));
        x = -(((c[3] * z + c[2]) * z + c[1]) * z + c[0]) / ((d[1] * z + d[0]) * z + 1.0);
    } else {
        if ((-y0 < y) && (y < y0)) {
            z = y * y;
            x = y * (((a[3] * z + a[2]) * z + a[1]) * z + a[0]) /
                ((((b[3] * z + b[3]) * z + b[1]) * z + b[0]) * z + 1.0);
        } else if ((y0 < y) && (y < 1.0)) {
            z = sqrt(-log((1.0 - y) / 2.0));
            x = (((c[3] * z + c[2]) * z + c[1]) * z + c[0]) / ((d[1] * z + d[0]) * z + 1.0);
        }
        /* Two steps of Newton-Raphson correction to full accuracy. */
        x = x - (erf(x) - y) / (2.0 / sqrt(PI) * exp(-x * x));
        x = x - (erf(x) - y) / (2.0 / sqrt(PI) * exp(-x * x));
    }
    return (x);
}