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+/* cdf/tdistinv.c
+ *
+ * Copyright (C) 2002 Jason H. Stover.
+ *
+ * This program 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.
+ *
+ * This program 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 this program; if not, write to the Free Software
+ * Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307, USA.
+ */
+
+#include <config.h>
+#include <math.h>
+#include <gsl/gsl_cdf.h>
+#include <gsl/gsl_math.h>
+#include <gsl/gsl_randist.h>
+#include <gsl/gsl_sf_gamma.h>
+
+#include <stdio.h>
+
+static double
+inv_cornish_fisher (double z, double nu)
+{
+ double a = 1 / (nu - 0.5);
+ double b = 48.0 / (a * a);
+
+ double cf1 = z * (3 + z * z);
+ double cf2 = z * (945 + z * z * (360 + z * z * (63 + z * z * 4)));
+
+ double y = z - cf1 / b + cf2 / (10 * b * b);
+
+ double t = GSL_SIGN (z) * sqrt (nu * expm1 (a * y * y));
+
+ return t;
+}
+
+
+double
+gsl_cdf_tdist_Pinv (const double P, const double nu)
+{
+ double x, ptail;
+
+ if (P == 1.0)
+ {
+ return GSL_POSINF;
+ }
+ else if (P == 0.0)
+ {
+ return GSL_NEGINF;
+ }
+
+ if (nu == 1.0)
+ {
+ x = tan (M_PI * (P - 0.5));
+ }
+ else if (nu == 2.0)
+ {
+ double a = 2 * P - 1;
+ x = a / sqrt (2 * (1 - a * a));
+ }
+
+ ptail = (P < 0.5) ? P : 1 - P;
+
+ if (sqrt (M_PI * nu / 2) * ptail > pow (0.05, nu / 2))
+ {
+ double xg = gsl_cdf_ugaussian_Pinv (P);
+ x = inv_cornish_fisher (xg, nu);
+ }
+ else
+ {
+ /* Use an asymptotic expansion of the tail of integral */
+
+ double beta = gsl_sf_beta (0.5, nu / 2);
+
+ if (P < 0.5)
+ {
+ x = -sqrt (nu) * pow (beta * nu * P, -1.0 / nu);
+ }
+ else
+ {
+ x = sqrt (nu) * pow (beta * nu * (1 - P), -1.0 / nu);
+ }
+
+ /* Correct nu -> nu/(1+nu/x^2) in the leading term to account
+ for higher order terms. This avoids overestimating x, which
+ makes the iteration unstable due to the rapidly decreasing
+ tails of the distribution. */
+
+ x /= sqrt (1 + nu / (x * x));
+ }
+
+ {
+ double dP, phi;
+ unsigned int n = 0;
+
+ start:
+ dP = P - gsl_cdf_tdist_P (x, nu);
+ phi = gsl_ran_tdist_pdf (x, nu);
+
+ if (dP == 0.0 || n++ > 32)
+ goto end;
+
+ {
+ double lambda = dP / phi;
+ double step0 = lambda;
+ double step1 = ((nu + 1) * x / (x * x + nu)) * (lambda * lambda / 4.0);
+
+ double step = step0;
+
+ if (fabs (step1) < fabs (step0))
+ {
+ step += step1;
+ }
+
+ if (P > 0.5 && x + step < 0)
+ x /= 2;
+ else if (P < 0.5 && x + step > 0)
+ x /= 2;
+ else
+ x += step;
+
+ if (fabs (step) > 1e-10 * fabs (x))
+ goto start;
+ }
+ }
+
+end:
+
+ return x;
+}
+
+double
+gsl_cdf_tdist_Qinv (const double Q, const double nu)
+{
+ double x, qtail;
+
+ if (Q == 0.0)
+ {
+ return GSL_POSINF;
+ }
+ else if (Q == 1.0)
+ {
+ return GSL_NEGINF;
+ }
+
+ if (nu == 1.0)
+ {
+ x = tan (M_PI * (0.5 - Q));
+ }
+ else if (nu == 2.0)
+ {
+ double a = 2 * (1 - Q) - 1;
+ x = a / sqrt (2 * (1 - a * a));
+ }
+
+ qtail = (Q < 0.5) ? Q : 1 - Q;
+
+ if (sqrt (M_PI * nu / 2) * qtail > pow (0.05, nu / 2))
+ {
+ double xg = gsl_cdf_ugaussian_Qinv (Q);
+ x = inv_cornish_fisher (xg, nu);
+ }
+ else
+ {
+ /* Use an asymptotic expansion of the tail of integral */
+
+ double beta = gsl_sf_beta (0.5, nu / 2);
+
+ if (Q < 0.5)
+ {
+ x = sqrt (nu) * pow (beta * nu * Q, -1.0 / nu);
+ }
+ else
+ {
+ x = -sqrt (nu) * pow (beta * nu * (1 - Q), -1.0 / nu);
+ }
+
+ /* Correct nu -> nu/(1+nu/x^2) in the leading term to account
+ for higher order terms. This avoids overestimating x, which
+ makes the iteration unstable due to the rapidly decreasing
+ tails of the distribution. */
+
+ x /= sqrt (1 + nu / (x * x));
+ }
+
+ {
+ double dQ, phi;
+ unsigned int n = 0;
+
+ start:
+ dQ = Q - gsl_cdf_tdist_Q (x, nu);
+ phi = gsl_ran_tdist_pdf (x, nu);
+
+ if (dQ == 0.0 || n++ > 32)
+ goto end;
+
+ {
+ double lambda = - dQ / phi;
+ double step0 = lambda;
+ double step1 = ((nu + 1) * x / (x * x + nu)) * (lambda * lambda / 4.0);
+
+ double step = step0;
+
+ if (fabs (step1) < fabs (step0))
+ {
+ step += step1;
+ }
+
+ if (Q < 0.5 && x + step < 0)
+ x /= 2;
+ else if (Q > 0.5 && x + step > 0)
+ x /= 2;
+ else
+ x += step;
+
+ if (fabs (step) > 1e-10 * fabs (x))
+ goto start;
+ }
+ }
+
+end:
+
+ return x;
+}