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/** Mathlib : A C Library of Special Functions* Copyright (C) 1998 Ross Ihaka* Copyright (C) 2000-2009 The R Core Team* Copyright (C) 2003-2009 The R Foundation** 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, a copy is available at* https://www.R-project.org/Licenses/** DESCRIPTION** The quantile function of the binomial distribution.** METHOD** Uses the Cornish-Fisher Expansion to include a skewness* correction to a normal approximation. This gives an* initial value which never seems to be off by more than* 1 or 2. A search is then conducted of values close to* this initial start point.*/#include "nmath.h"#include "dpq.h"static doubledo_search(double y, double *z, double p, double n, double pr, double incr){if(*z >= p) {/* search to the left */#ifdef DEBUG_qbinomREprintf("\tnew z=%7g >= p = %7g --> search to left (y--) ..\n", z,p);#endiffor(;;) {double newz;if(y == 0 ||(newz = pbinom(y - incr, n, pr, /*l._t.*/TRUE, /*log_p*/FALSE)) < p)return y;y = fmax2(0, y - incr);*z = newz;}}else { /* search to the right */#ifdef DEBUG_qbinomREprintf("\tnew z=%7g < p = %7g --> search to right (y++) ..\n", z,p);#endiffor(;;) {y = fmin2(y + incr, n);if(y == n ||(*z = pbinom(y, n, pr, /*l._t.*/TRUE, /*log_p*/FALSE)) >= p)return y;}}}double qbinom(double p, double n, double pr, int lower_tail, int log_p){double q, mu, sigma, gamma, z, y;#ifdef IEEE_754if (ISNAN(p) || ISNAN(n) || ISNAN(pr))return p + n + pr;#endifif(!R_FINITE(n) || !R_FINITE(pr))ML_ERR_return_NAN;/* if log_p is true, p = -Inf is a legitimate value */if(!R_FINITE(p) && !log_p)ML_ERR_return_NAN;if(n != floor(n + 0.5)) ML_ERR_return_NAN;if (pr < 0 || pr > 1 || n < 0)ML_ERR_return_NAN;R_Q_P01_boundaries(p, 0, n);if (pr == 0. || n == 0) return 0.;q = 1 - pr;if(q == 0.) return n; /* covers the full range of the distribution */mu = n * pr;sigma = sqrt(n * pr * q);gamma = (q - pr) / sigma;#ifdef DEBUG_qbinomREprintf("qbinom(p=%7g, n=%g, pr=%7g, l.t.=%d, log=%d): sigm=%g, gam=%g\n",p,n,pr, lower_tail, log_p, sigma, gamma);#endif/* Note : "same" code in qpois.c, qbinom.c, qnbinom.c --* FIXME: This is far from optimal [cancellation for p ~= 1, etc]: */if(!lower_tail || log_p) {p = R_DT_qIv(p); /* need check again (cancellation!): */if (p == 0.) return 0.;if (p == 1.) return n;}/* temporary hack --- FIXME --- */if (p + 1.01*DBL_EPSILON >= 1.) return n;/* y := approx.value (Cornish-Fisher expansion) : */z = qnorm(p, 0., 1., /*lower_tail*/TRUE, /*log_p*/FALSE);y = floor(mu + sigma * (z + gamma * (z*z - 1) / 6) + 0.5);if(y > n) /* way off */ y = n;#ifdef DEBUG_qbinomREprintf(" new (p,1-p)=(%7g,%7g), z=qnorm(..)=%7g, y=%5g\n", p, 1-p, z, y);#endifz = pbinom(y, n, pr, /*lower_tail*/TRUE, /*log_p*/FALSE);/* fuzz to ensure left continuity: */p *= 1 - 64*DBL_EPSILON;if(n < 1e5) return do_search(y, &z, p, n, pr, 1);/* Otherwise be a bit cleverer in the search */{double incr = floor(n * 0.001), oldincr;do {oldincr = incr;y = do_search(y, &z, p, n, pr, incr);incr = fmax2(1, floor(incr/100));} while(oldincr > 1 && incr > n*1e-15);return y;}}