[2563] | 1 | /*************************************************************************
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| 2 | Cephes Math Library Release 2.8: June, 2000
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| 3 | Copyright 1984, 1987, 1995, 2000 by Stephen L. Moshier
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| 4 |
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| 5 | Contributors:
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| 6 | * Sergey Bochkanov (ALGLIB project). Translation from C to
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| 7 | pseudocode.
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| 8 |
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| 9 | See subroutines comments for additional copyrights.
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| 10 |
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| 11 | >>> SOURCE LICENSE >>>
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| 12 | This program is free software; you can redistribute it and/or modify
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| 13 | it under the terms of the GNU General Public License as published by
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| 14 | the Free Software Foundation (www.fsf.org); either version 2 of the
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| 15 | License, or (at your option) any later version.
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| 16 |
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| 17 | This program is distributed in the hope that it will be useful,
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| 18 | but WITHOUT ANY WARRANTY; without even the implied warranty of
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| 19 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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| 20 | GNU General Public License for more details.
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| 21 |
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| 22 | A copy of the GNU General Public License is available at
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| 23 | http://www.fsf.org/licensing/licenses
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| 24 |
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| 25 | >>> END OF LICENSE >>>
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| 26 | *************************************************************************/
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| 27 |
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| 28 | using System;
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| 29 |
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| 30 | namespace alglib
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| 31 | {
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| 32 | public class studenttdistr
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| 33 | {
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| 34 | /*************************************************************************
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| 35 | Student's t distribution
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| 36 |
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| 37 | Computes the integral from minus infinity to t of the Student
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| 38 | t distribution with integer k > 0 degrees of freedom:
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| 39 |
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| 40 | t
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| 41 | -
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| 42 | | |
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| 43 | - | 2 -(k+1)/2
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| 44 | | ( (k+1)/2 ) | ( x )
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| 45 | ---------------------- | ( 1 + --- ) dx
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| 46 | - | ( k )
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| 47 | sqrt( k pi ) | ( k/2 ) |
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| 48 | | |
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| 49 | -
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| 50 | -inf.
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| 51 |
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| 52 | Relation to incomplete beta integral:
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| 53 |
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| 54 | 1 - stdtr(k,t) = 0.5 * incbet( k/2, 1/2, z )
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| 55 | where
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| 56 | z = k/(k + t**2).
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| 57 |
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| 58 | For t < -2, this is the method of computation. For higher t,
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| 59 | a direct method is derived from integration by parts.
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| 60 | Since the function is symmetric about t=0, the area under the
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| 61 | right tail of the density is found by calling the function
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| 62 | with -t instead of t.
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| 63 |
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| 64 | ACCURACY:
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| 65 |
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| 66 | Tested at random 1 <= k <= 25. The "domain" refers to t.
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| 67 | Relative error:
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| 68 | arithmetic domain # trials peak rms
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| 69 | IEEE -100,-2 50000 5.9e-15 1.4e-15
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| 70 | IEEE -2,100 500000 2.7e-15 4.9e-17
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| 71 |
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| 72 | Cephes Math Library Release 2.8: June, 2000
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| 73 | Copyright 1984, 1987, 1995, 2000 by Stephen L. Moshier
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| 74 | *************************************************************************/
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| 75 | public static double studenttdistribution(int k,
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| 76 | double t)
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| 77 | {
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| 78 | double result = 0;
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| 79 | double x = 0;
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| 80 | double rk = 0;
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| 81 | double z = 0;
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| 82 | double f = 0;
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| 83 | double tz = 0;
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| 84 | double p = 0;
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| 85 | double xsqk = 0;
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| 86 | int j = 0;
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| 87 |
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| 88 | System.Diagnostics.Debug.Assert(k>0, "Domain error in StudentTDistribution");
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| 89 | if( (double)(t)==(double)(0) )
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| 90 | {
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| 91 | result = 0.5;
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| 92 | return result;
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| 93 | }
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| 94 | if( (double)(t)<(double)(-2.0) )
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| 95 | {
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| 96 | rk = k;
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| 97 | z = rk/(rk+t*t);
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| 98 | result = 0.5*ibetaf.incompletebeta(0.5*rk, 0.5, z);
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| 99 | return result;
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| 100 | }
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| 101 | if( (double)(t)<(double)(0) )
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| 102 | {
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| 103 | x = -t;
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| 104 | }
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| 105 | else
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| 106 | {
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| 107 | x = t;
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| 108 | }
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| 109 | rk = k;
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| 110 | z = 1.0+x*x/rk;
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| 111 | if( k%2!=0 )
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| 112 | {
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| 113 | xsqk = x/Math.Sqrt(rk);
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| 114 | p = Math.Atan(xsqk);
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| 115 | if( k>1 )
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| 116 | {
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| 117 | f = 1.0;
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| 118 | tz = 1.0;
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| 119 | j = 3;
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| 120 | while( j<=k-2 & (double)(tz/f)>(double)(AP.Math.MachineEpsilon) )
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| 121 | {
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| 122 | tz = tz*((j-1)/(z*j));
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| 123 | f = f+tz;
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| 124 | j = j+2;
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| 125 | }
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| 126 | p = p+f*xsqk/z;
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| 127 | }
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| 128 | p = p*2.0/Math.PI;
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| 129 | }
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| 130 | else
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| 131 | {
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| 132 | f = 1.0;
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| 133 | tz = 1.0;
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| 134 | j = 2;
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| 135 | while( j<=k-2 & (double)(tz/f)>(double)(AP.Math.MachineEpsilon) )
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| 136 | {
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| 137 | tz = tz*((j-1)/(z*j));
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| 138 | f = f+tz;
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| 139 | j = j+2;
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| 140 | }
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| 141 | p = f*x/Math.Sqrt(z*rk);
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| 142 | }
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| 143 | if( (double)(t)<(double)(0) )
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| 144 | {
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| 145 | p = -p;
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| 146 | }
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| 147 | result = 0.5+0.5*p;
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| 148 | return result;
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| 149 | }
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| 150 |
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| 151 |
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| 152 | /*************************************************************************
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| 153 | Functional inverse of Student's t distribution
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| 154 |
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| 155 | Given probability p, finds the argument t such that stdtr(k,t)
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| 156 | is equal to p.
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| 157 |
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| 158 | ACCURACY:
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| 159 |
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| 160 | Tested at random 1 <= k <= 100. The "domain" refers to p:
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| 161 | Relative error:
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| 162 | arithmetic domain # trials peak rms
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| 163 | IEEE .001,.999 25000 5.7e-15 8.0e-16
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| 164 | IEEE 10^-6,.001 25000 2.0e-12 2.9e-14
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| 165 |
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| 166 | Cephes Math Library Release 2.8: June, 2000
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| 167 | Copyright 1984, 1987, 1995, 2000 by Stephen L. Moshier
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| 168 | *************************************************************************/
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| 169 | public static double invstudenttdistribution(int k,
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| 170 | double p)
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| 171 | {
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| 172 | double result = 0;
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| 173 | double t = 0;
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| 174 | double rk = 0;
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| 175 | double z = 0;
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| 176 | int rflg = 0;
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| 177 |
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| 178 | System.Diagnostics.Debug.Assert(k>0 & (double)(p)>(double)(0) & (double)(p)<(double)(1), "Domain error in InvStudentTDistribution");
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| 179 | rk = k;
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| 180 | if( (double)(p)>(double)(0.25) & (double)(p)<(double)(0.75) )
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| 181 | {
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| 182 | if( (double)(p)==(double)(0.5) )
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| 183 | {
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| 184 | result = 0;
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| 185 | return result;
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| 186 | }
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| 187 | z = 1.0-2.0*p;
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| 188 | z = ibetaf.invincompletebeta(0.5, 0.5*rk, Math.Abs(z));
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| 189 | t = Math.Sqrt(rk*z/(1.0-z));
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| 190 | if( (double)(p)<(double)(0.5) )
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| 191 | {
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| 192 | t = -t;
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| 193 | }
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| 194 | result = t;
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| 195 | return result;
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| 196 | }
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| 197 | rflg = -1;
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| 198 | if( (double)(p)>=(double)(0.5) )
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| 199 | {
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| 200 | p = 1.0-p;
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| 201 | rflg = 1;
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| 202 | }
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| 203 | z = ibetaf.invincompletebeta(0.5*rk, 0.5, 2.0*p);
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| 204 | if( (double)(AP.Math.MaxRealNumber*z)<(double)(rk) )
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| 205 | {
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| 206 | result = rflg*AP.Math.MaxRealNumber;
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| 207 | return result;
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| 208 | }
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| 209 | t = Math.Sqrt(rk/z-rk);
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| 210 | result = rflg*t;
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| 211 | return result;
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| 212 | }
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| 213 | }
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| 214 | }
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