35 if (z == 0)
return std::numeric_limits<double>::infinity();
36 if (z == 1)
return - std::numeric_limits<double>::infinity();
48 if (z == 0)
return - std::numeric_limits<double>::infinity();
49 if (z == 1)
return + std::numeric_limits<double>::infinity();
94 return m/(n *
y) - m/n;
99 return m * y /(n * ( 1. -
y) );
105 if (n == 0)
return 0;
108 return m * y /(n * ( 1. -
y) );
177 return a * z + b * (1.0 -
z);
185 return b * z + a * (1.0 -
z);
195 static double f[982] = {
196 0 , 0 , 0 ,0 ,0 ,-2.244733,
197 -2.204365,-2.168163,-2.135219,-2.104898,-2.076740,-2.050397,
198 -2.025605,-2.002150,-1.979866,-1.958612,-1.938275,-1.918760,
199 -1.899984,-1.881879,-1.864385,-1.847451,-1.831030,-1.815083,
200 -1.799574,-1.784473,-1.769751,-1.755383,-1.741346,-1.727620,
201 -1.714187,-1.701029,-1.688130,-1.675477,-1.663057,-1.650858,
202 -1.638868,-1.627078,-1.615477,-1.604058,-1.592811,-1.581729,
203 -1.570806,-1.560034,-1.549407,-1.538919,-1.528565,-1.518339,
204 -1.508237,-1.498254,-1.488386,-1.478628,-1.468976,-1.459428,
205 -1.449979,-1.440626,-1.431365,-1.422195,-1.413111,-1.404112,
206 -1.395194,-1.386356,-1.377594,-1.368906,-1.360291,-1.351746,
207 -1.343269,-1.334859,-1.326512,-1.318229,-1.310006,-1.301843,
208 -1.293737,-1.285688,-1.277693,-1.269752,-1.261863,-1.254024,
209 -1.246235,-1.238494,-1.230800,-1.223153,-1.215550,-1.207990,
210 -1.200474,-1.192999,-1.185566,-1.178172,-1.170817,-1.163500,
211 -1.156220,-1.148977,-1.141770,-1.134598,-1.127459,-1.120354,
212 -1.113282,-1.106242,-1.099233,-1.092255,
213 -1.085306,-1.078388,-1.071498,-1.064636,-1.057802,-1.050996,
214 -1.044215,-1.037461,-1.030733,-1.024029,-1.017350,-1.010695,
215 -1.004064, -.997456, -.990871, -.984308, -.977767, -.971247,
216 -.964749, -.958271, -.951813, -.945375, -.938957, -.932558,
217 -.926178, -.919816, -.913472, -.907146, -.900838, -.894547,
218 -.888272, -.882014, -.875773, -.869547, -.863337, -.857142,
219 -.850963, -.844798, -.838648, -.832512, -.826390, -.820282,
220 -.814187, -.808106, -.802038, -.795982, -.789940, -.783909,
221 -.777891, -.771884, -.765889, -.759906, -.753934, -.747973,
222 -.742023, -.736084, -.730155, -.724237, -.718328, -.712429,
223 -.706541, -.700661, -.694791, -.688931, -.683079, -.677236,
224 -.671402, -.665576, -.659759, -.653950, -.648149, -.642356,
225 -.636570, -.630793, -.625022, -.619259, -.613503, -.607754,
226 -.602012, -.596276, -.590548, -.584825, -.579109, -.573399,
227 -.567695, -.561997, -.556305, -.550618, -.544937, -.539262,
228 -.533592, -.527926, -.522266, -.516611, -.510961, -.505315,
229 -.499674, -.494037, -.488405, -.482777,
230 -.477153, -.471533, -.465917, -.460305, -.454697, -.449092,
231 -.443491, -.437893, -.432299, -.426707, -.421119, -.415534,
232 -.409951, -.404372, -.398795, -.393221, -.387649, -.382080,
233 -.376513, -.370949, -.365387, -.359826, -.354268, -.348712,
234 -.343157, -.337604, -.332053, -.326503, -.320955, -.315408,
235 -.309863, -.304318, -.298775, -.293233, -.287692, -.282152,
236 -.276613, -.271074, -.265536, -.259999, -.254462, -.248926,
237 -.243389, -.237854, -.232318, -.226783, -.221247, -.215712,
238 -.210176, -.204641, -.199105, -.193568, -.188032, -.182495,
239 -.176957, -.171419, -.165880, -.160341, -.154800, -.149259,
240 -.143717, -.138173, -.132629, -.127083, -.121537, -.115989,
241 -.110439, -.104889, -.099336, -.093782, -.088227, -.082670,
242 -.077111, -.071550, -.065987, -.060423, -.054856, -.049288,
243 -.043717, -.038144, -.032569, -.026991, -.021411, -.015828,
244 -.010243, -.004656, .000934, .006527, .012123, .017722,
245 .023323, .028928, .034535, .040146, .045759, .051376,
246 .056997, .062620, .068247, .073877,
247 .079511, .085149, .090790, .096435, .102083, .107736,
248 .113392, .119052, .124716, .130385, .136057, .141734,
249 .147414, .153100, .158789, .164483, .170181, .175884,
250 .181592, .187304, .193021, .198743, .204469, .210201,
251 .215937, .221678, .227425, .233177, .238933, .244696,
252 .250463, .256236, .262014, .267798, .273587, .279382,
253 .285183, .290989, .296801, .302619, .308443, .314273,
254 .320109, .325951, .331799, .337654, .343515, .349382,
255 .355255, .361135, .367022, .372915, .378815, .384721,
256 .390634, .396554, .402481, .408415, .414356, .420304,
257 .426260, .432222, .438192, .444169, .450153, .456145,
258 .462144, .468151, .474166, .480188, .486218, .492256,
259 .498302, .504356, .510418, .516488, .522566, .528653,
260 .534747, .540850, .546962, .553082, .559210, .565347,
261 .571493, .577648, .583811, .589983, .596164, .602355,
262 .608554, .614762, .620980, .627207, .633444, .639689,
263 .645945, .652210, .658484, .664768,
264 .671062, .677366, .683680, .690004, .696338, .702682,
265 .709036, .715400, .721775, .728160, .734556, .740963,
266 .747379, .753807, .760246, .766695, .773155, .779627,
267 .786109, .792603, .799107, .805624, .812151, .818690,
268 .825241, .831803, .838377, .844962, .851560, .858170,
269 .864791, .871425, .878071, .884729, .891399, .898082,
270 .904778, .911486, .918206, .924940, .931686, .938446,
271 .945218, .952003, .958802, .965614, .972439, .979278,
272 .986130, .992996, .999875, 1.006769, 1.013676, 1.020597,
273 1.027533, 1.034482, 1.041446, 1.048424, 1.055417, 1.062424,
274 1.069446, 1.076482, 1.083534, 1.090600, 1.097681, 1.104778,
275 1.111889, 1.119016, 1.126159, 1.133316, 1.140490, 1.147679,
276 1.154884, 1.162105, 1.169342, 1.176595, 1.183864, 1.191149,
277 1.198451, 1.205770, 1.213105, 1.220457, 1.227826, 1.235211,
278 1.242614, 1.250034, 1.257471, 1.264926, 1.272398, 1.279888,
279 1.287395, 1.294921, 1.302464, 1.310026, 1.317605, 1.325203,
280 1.332819, 1.340454, 1.348108, 1.355780,
281 1.363472, 1.371182, 1.378912, 1.386660, 1.394429, 1.402216,
282 1.410024, 1.417851, 1.425698, 1.433565, 1.441453, 1.449360,
283 1.457288, 1.465237, 1.473206, 1.481196, 1.489208, 1.497240,
284 1.505293, 1.513368, 1.521465, 1.529583, 1.537723, 1.545885,
285 1.554068, 1.562275, 1.570503, 1.578754, 1.587028, 1.595325,
286 1.603644, 1.611987, 1.620353, 1.628743, 1.637156, 1.645593,
287 1.654053, 1.662538, 1.671047, 1.679581, 1.688139, 1.696721,
288 1.705329, 1.713961, 1.722619, 1.731303, 1.740011, 1.748746,
289 1.757506, 1.766293, 1.775106, 1.783945, 1.792810, 1.801703,
290 1.810623, 1.819569, 1.828543, 1.837545, 1.846574, 1.855631,
291 1.864717, 1.873830, 1.882972, 1.892143, 1.901343, 1.910572,
292 1.919830, 1.929117, 1.938434, 1.947781, 1.957158, 1.966566,
293 1.976004, 1.985473, 1.994972, 2.004503, 2.014065, 2.023659,
294 2.033285, 2.042943, 2.052633, 2.062355, 2.072110, 2.081899,
295 2.091720, 2.101575, 2.111464, 2.121386, 2.131343, 2.141334,
296 2.151360, 2.161421, 2.171517, 2.181648, 2.191815, 2.202018,
297 2.212257, 2.222533, 2.232845, 2.243195,
298 2.253582, 2.264006, 2.274468, 2.284968, 2.295507, 2.306084,
299 2.316701, 2.327356, 2.338051, 2.348786, 2.359562, 2.370377,
300 2.381234, 2.392131, 2.403070, 2.414051, 2.425073, 2.436138,
301 2.447246, 2.458397, 2.469591, 2.480828, 2.492110, 2.503436,
302 2.514807, 2.526222, 2.537684, 2.549190, 2.560743, 2.572343,
303 2.583989, 2.595682, 2.607423, 2.619212, 2.631050, 2.642936,
304 2.654871, 2.666855, 2.678890, 2.690975, 2.703110, 2.715297,
305 2.727535, 2.739825, 2.752168, 2.764563, 2.777012, 2.789514,
306 2.802070, 2.814681, 2.827347, 2.840069, 2.852846, 2.865680,
307 2.878570, 2.891518, 2.904524, 2.917588, 2.930712, 2.943894,
308 2.957136, 2.970439, 2.983802, 2.997227, 3.010714, 3.024263,
309 3.037875, 3.051551, 3.065290, 3.079095, 3.092965, 3.106900,
310 3.120902, 3.134971, 3.149107, 3.163312, 3.177585, 3.191928,
311 3.206340, 3.220824, 3.235378, 3.250005, 3.264704, 3.279477,
312 3.294323, 3.309244, 3.324240, 3.339312, 3.354461, 3.369687,
313 3.384992, 3.400375, 3.415838, 3.431381, 3.447005, 3.462711,
314 3.478500, 3.494372, 3.510328, 3.526370,
315 3.542497, 3.558711, 3.575012, 3.591402, 3.607881, 3.624450,
316 3.641111, 3.657863, 3.674708, 3.691646, 3.708680, 3.725809,
317 3.743034, 3.760357, 3.777779, 3.795300, 3.812921, 3.830645,
318 3.848470, 3.866400, 3.884434, 3.902574, 3.920821, 3.939176,
319 3.957640, 3.976215, 3.994901, 4.013699, 4.032612, 4.051639,
320 4.070783, 4.090045, 4.109425, 4.128925, 4.148547, 4.168292,
321 4.188160, 4.208154, 4.228275, 4.248524, 4.268903, 4.289413,
322 4.310056, 4.330832, 4.351745, 4.372794, 4.393982, 4.415310,
323 4.436781, 4.458395, 4.480154, 4.502060, 4.524114, 4.546319,
324 4.568676, 4.591187, 4.613854, 4.636678, 4.659662, 4.682807,
325 4.706116, 4.729590, 4.753231, 4.777041, 4.801024, 4.825179,
326 4.849511, 4.874020, 4.898710, 4.923582, 4.948639, 4.973883,
327 4.999316, 5.024942, 5.050761, 5.076778, 5.102993, 5.129411,
328 5.156034, 5.182864, 5.209903, 5.237156, 5.264625, 5.292312,
329 5.320220, 5.348354, 5.376714, 5.405306, 5.434131, 5.463193,
330 5.492496, 5.522042, 5.551836, 5.581880, 5.612178, 5.642734,
331 5.673552, 5.704634, 5.735986, 5.767610,
332 5.799512, 5.831694, 5.864161, 5.896918, 5.929968, 5.963316,
333 5.996967, 6.030925, 6.065194, 6.099780, 6.134687, 6.169921,
334 6.205486, 6.241387, 6.277630, 6.314220, 6.351163, 6.388465,
335 6.426130, 6.464166, 6.502578, 6.541371, 6.580553, 6.620130,
336 6.660109, 6.700495, 6.741297, 6.782520, 6.824173, 6.866262,
337 6.908795, 6.951780, 6.995225, 7.039137, 7.083525, 7.128398,
338 7.173764, 7.219632, 7.266011, 7.312910, 7.360339, 7.408308,
339 7.456827, 7.505905, 7.555554, 7.605785, 7.656608, 7.708035,
340 7.760077, 7.812747, 7.866057, 7.920019, 7.974647, 8.029953,
341 8.085952, 8.142657, 8.200083, 8.258245, 8.317158, 8.376837,
342 8.437300, 8.498562, 8.560641, 8.623554, 8.687319, 8.751955,
343 8.817481, 8.883916, 8.951282, 9.019600, 9.088889, 9.159174,
344 9.230477, 9.302822, 9.376233, 9.450735, 9.526355, 9.603118,
345 9.681054, 9.760191, 9.840558, 9.922186,10.005107,10.089353,
346 10.174959,10.261958,10.350389,10.440287,10.531693,10.624646,
347 10.719188,10.815362,10.913214,11.012789,11.114137,11.217307,
348 11.322352,11.429325,11.538283,11.649285,
349 11.762390,11.877664,11.995170,12.114979,12.237161,12.361791,
350 12.488946,12.618708,12.751161,12.886394,13.024498,13.165570,
351 13.309711,13.457026,13.607625,13.761625,13.919145,14.080314,
352 14.245263,14.414134,14.587072,14.764233,14.945778,15.131877,
353 15.322712,15.518470,15.719353,15.925570,16.137345,16.354912,
354 16.578520,16.808433,17.044929,17.288305,17.538873,17.796967,
355 18.062943,18.337176,18.620068,18.912049,19.213574,19.525133,
356 19.847249,20.180480,20.525429,20.882738,21.253102,21.637266,
357 22.036036,22.450278,22.880933,23.329017,23.795634,24.281981,
358 24.789364,25.319207,25.873062,26.452634,27.059789,27.696581,
359 28.365274,29.068370,29.808638,30.589157,31.413354,32.285060,
360 33.208568,34.188705,35.230920,36.341388,37.527131,38.796172,
361 40.157721,41.622399,43.202525,44.912465,46.769077,48.792279,
362 51.005773,53.437996,56.123356,59.103894 };
364 if (xi <= 0)
return 0;
365 if (z <= 0)
return -std::numeric_limits<double>::infinity();
366 if (z >= 1)
return std::numeric_limits<double>::infinity();
372 if (i >= 70 && i < 800) {
373 ranlan = f[i-1] + u*(f[i] - f[i-1]);
374 }
else if (i >= 7 && i <= 980) {
375 ranlan = f[i-1] + u*(f[i]-f[i-1]-0.25*(1-u)*(f[i+1]-f[i]-f[i-1]+f[i-2]));
379 ranlan = ((0.99858950+(3.45213058E1+1.70854528E1*u)*u)/
380 (1 +(3.41760202E1+4.01244582 *u)*u))*
386 ranlan = (1.00060006+2.63991156E2*u+4.37320068E3*
v)/
387 ((1 +2.57368075E2*u+3.41448018E3*v)*u);
389 ranlan = (1.00001538+6.07514119E3*u+7.34266409E5*
v)/
390 ((1 +6.06511919E3*u+6.94021044E5*v)*u);
double normal_quantile(double z, double sigma)
Inverse ( ) of the cumulative distribution function of the lower tail of the normal (Gaussian) distri...
Namespace for new ROOT classes and functions.
double normal_quantile_c(double z, double sigma)
Inverse ( ) of the cumulative distribution function of the upper tail of the normal (Gaussian) distri...
double cauchy_quantile(double z, double b)
Inverse ( ) of the cumulative distribution function of the lower tail of the Cauchy distribution (cau...
double uniform_quantile(double z, double a, double b)
Inverse ( ) of the cumulative distribution function of the lower tail of the uniform (flat) distribut...
double gamma_quantile_c(double z, double alpha, double theta)
Inverse ( ) of the cumulative distribution function of the upper tail of the gamma distribution (gamm...
double landau_quantile_c(double z, double xi=1)
Inverse ( ) of the cumulative distribution function of the upper tail of the landau distribution (lan...
double incbi(double a, double b, double y)
double chisquared_quantile_c(double z, double r)
Inverse ( ) of the cumulative distribution function of the upper tail of the distribution with degr...
double exponential_quantile_c(double z, double lambda)
Inverse ( ) of the cumulative distribution function of the upper tail of the exponential distribution...
double cauchy_quantile_c(double z, double b)
Inverse ( ) of the cumulative distribution function of the upper tail of the Cauchy distribution (cau...
double uniform_quantile_c(double z, double a, double b)
Inverse ( ) of the cumulative distribution function of the upper tail of the uniform (flat) distribut...
double log1p(double x)
declarations for functions which are not implemented by some compilers
double beta_quantile_c(double x, double a, double b)
Inverse ( ) of the cumulative distribution function of the lower tail of the beta distribution (beta_...
static constexpr double s
Namespace for new Math classes and functions.
double fdistribution_quantile(double z, double n, double m)
Inverse ( ) of the cumulative distribution function of the lower tail of the f distribution (fdistrib...
double fdistribution_quantile_c(double z, double n, double m)
Inverse ( ) of the cumulative distribution function of the upper tail of the f distribution (fdistrib...
you should not use this method at all Int_t Int_t z
double lognormal_quantile_c(double x, double m, double s)
Inverse ( ) of the cumulative distribution function of the upper tail of the lognormal distribution (...
double landau_quantile(double z, double xi=1)
Inverse ( ) of the cumulative distribution function of the lower tail of the Landau distribution (lan...
you should not use this method at all Int_t Int_t Double_t Double_t Double_t Int_t Double_t Double_t Double_t Double_t b
double lognormal_quantile(double x, double m, double s)
Inverse ( ) of the cumulative distribution function of the lower tail of the lognormal distribution (...
double igami(double a, double y)
double gamma_quantile(double z, double alpha, double theta)
Inverse ( ) of the cumulative distribution function of the lower tail of the gamma distribution (gamm...
double exponential_quantile(double z, double lambda)
Inverse ( ) of the cumulative distribution function of the lower tail of the exponential distribution...
double chisquared_quantile(double z, double r)
Inverse ( ) of the cumulative distribution function of the lower tail of the distribution with degr...
double beta_quantile(double x, double a, double b)
Inverse ( ) of the cumulative distribution function of the upper tail of the beta distribution (beta_...