[230f479] | 1 | /* bdtr.c |
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| 2 | * |
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| 3 | * Binomial distribution |
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| 4 | * |
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| 5 | * |
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| 6 | * |
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| 7 | * SYNOPSIS: |
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| 8 | * |
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| 9 | * int k, n; |
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| 10 | * double p, y, bdtr(); |
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| 11 | * |
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| 12 | * y = bdtr( k, n, p ); |
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| 13 | * |
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| 14 | * DESCRIPTION: |
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| 15 | * |
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| 16 | * Returns the sum of the terms 0 through k of the Binomial |
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| 17 | * probability density: |
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| 18 | * |
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| 19 | * k |
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| 20 | * -- ( n ) j n-j |
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| 21 | * > ( ) p (1-p) |
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| 22 | * -- ( j ) |
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| 23 | * j=0 |
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| 24 | * |
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| 25 | * The terms are not summed directly; instead the incomplete |
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| 26 | * beta integral is employed, according to the formula |
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| 27 | * |
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| 28 | * y = bdtr( k, n, p ) = incbet( n-k, k+1, 1-p ). |
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| 29 | * |
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| 30 | * The arguments must be positive, with p ranging from 0 to 1. |
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| 31 | * |
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| 32 | * ACCURACY: |
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| 33 | * |
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| 34 | * Tested at random points (a,b,p), with p between 0 and 1. |
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| 35 | * |
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| 36 | * a,b Relative error: |
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| 37 | * arithmetic domain # trials peak rms |
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| 38 | * For p between 0.001 and 1: |
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| 39 | * IEEE 0,100 100000 4.3e-15 2.6e-16 |
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| 40 | * See also incbet.c. |
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| 41 | * |
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| 42 | * ERROR MESSAGES: |
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| 43 | * |
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| 44 | * message condition value returned |
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| 45 | * bdtr domain k < 0 0.0 |
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| 46 | * n < k |
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| 47 | * x < 0, x > 1 |
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| 48 | */ |
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| 49 | /* bdtrc() |
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| 50 | * |
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| 51 | * Complemented binomial distribution |
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| 52 | * |
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| 53 | * |
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| 54 | * |
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| 55 | * SYNOPSIS: |
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| 56 | * |
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| 57 | * int k, n; |
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| 58 | * double p, y, bdtrc(); |
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| 59 | * |
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| 60 | * y = bdtrc( k, n, p ); |
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| 61 | * |
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| 62 | * DESCRIPTION: |
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| 63 | * |
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| 64 | * Returns the sum of the terms k+1 through n of the Binomial |
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| 65 | * probability density: |
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| 66 | * |
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| 67 | * n |
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| 68 | * -- ( n ) j n-j |
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| 69 | * > ( ) p (1-p) |
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| 70 | * -- ( j ) |
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| 71 | * j=k+1 |
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| 72 | * |
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| 73 | * The terms are not summed directly; instead the incomplete |
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| 74 | * beta integral is employed, according to the formula |
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| 75 | * |
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| 76 | * y = bdtrc( k, n, p ) = incbet( k+1, n-k, p ). |
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| 77 | * |
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| 78 | * The arguments must be positive, with p ranging from 0 to 1. |
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| 79 | * |
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| 80 | * ACCURACY: |
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| 81 | * |
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| 82 | * Tested at random points (a,b,p). |
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| 83 | * |
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| 84 | * a,b Relative error: |
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| 85 | * arithmetic domain # trials peak rms |
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| 86 | * For p between 0.001 and 1: |
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| 87 | * IEEE 0,100 100000 6.7e-15 8.2e-16 |
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| 88 | * For p between 0 and .001: |
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| 89 | * IEEE 0,100 100000 1.5e-13 2.7e-15 |
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| 90 | * |
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| 91 | * ERROR MESSAGES: |
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| 92 | * |
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| 93 | * message condition value returned |
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| 94 | * bdtrc domain x<0, x>1, n<k 0.0 |
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| 95 | */ |
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| 96 | /* bdtri() |
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| 97 | * |
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| 98 | * Inverse binomial distribution |
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| 99 | * |
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| 100 | * |
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| 101 | * |
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| 102 | * SYNOPSIS: |
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| 103 | * |
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| 104 | * int k, n; |
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| 105 | * double p, y, bdtri(); |
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| 106 | * |
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| 107 | * p = bdtr( k, n, y ); |
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| 108 | * |
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| 109 | * DESCRIPTION: |
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| 110 | * |
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| 111 | * Finds the event probability p such that the sum of the |
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| 112 | * terms 0 through k of the Binomial probability density |
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| 113 | * is equal to the given cumulative probability y. |
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| 114 | * |
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| 115 | * This is accomplished using the inverse beta integral |
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| 116 | * function and the relation |
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| 117 | * |
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| 118 | * 1 - p = incbi( n-k, k+1, y ). |
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| 119 | * |
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| 120 | * ACCURACY: |
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| 121 | * |
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| 122 | * Tested at random points (a,b,p). |
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| 123 | * |
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| 124 | * a,b Relative error: |
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| 125 | * arithmetic domain # trials peak rms |
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| 126 | * For p between 0.001 and 1: |
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| 127 | * IEEE 0,100 100000 2.3e-14 6.4e-16 |
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| 128 | * IEEE 0,10000 100000 6.6e-12 1.2e-13 |
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| 129 | * For p between 10^-6 and 0.001: |
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| 130 | * IEEE 0,100 100000 2.0e-12 1.3e-14 |
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| 131 | * IEEE 0,10000 100000 1.5e-12 3.2e-14 |
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| 132 | * See also incbi.c. |
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| 133 | * |
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| 134 | * ERROR MESSAGES: |
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| 135 | * |
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| 136 | * message condition value returned |
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| 137 | * bdtri domain k < 0, n <= k 0.0 |
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| 138 | * x < 0, x > 1 |
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| 139 | */ |
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| 140 | |
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| 141 | /* bdtr() */ |
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| 142 | |
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| 143 | |
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| 144 | /* |
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| 145 | Cephes Math Library Release 2.8: June, 2000 |
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| 146 | Copyright 1984, 1987, 1995, 2000 by Stephen L. Moshier |
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| 147 | */ |
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| 148 | |
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| 149 | #include "mconf.h" |
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| 150 | #ifdef ANSIPROT |
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| 151 | extern double incbet ( double, double, double ); |
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| 152 | extern double incbi ( double, double, double ); |
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| 153 | extern double pow ( double, double ); |
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| 154 | extern double log1p ( double ); |
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| 155 | extern double expm1 ( double ); |
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| 156 | #else |
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| 157 | double incbet(), incbi(), pow(), log1p(), expm1(); |
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| 158 | #endif |
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| 159 | |
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| 160 | double bdtrc( k, n, p ) |
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| 161 | int k, n; |
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| 162 | double p; |
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| 163 | { |
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| 164 | double dk, dn; |
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| 165 | |
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| 166 | if( (p < 0.0) || (p > 1.0) ) |
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| 167 | goto domerr; |
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| 168 | if( k < 0 ) |
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| 169 | return( 1.0 ); |
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| 170 | |
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| 171 | if( n < k ) |
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| 172 | { |
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| 173 | domerr: |
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| 174 | mtherr( "bdtrc", DOMAIN ); |
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| 175 | return( 0.0 ); |
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| 176 | } |
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| 177 | |
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| 178 | if( k == n ) |
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| 179 | return( 0.0 ); |
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| 180 | dn = n - k; |
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| 181 | if( k == 0 ) |
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| 182 | { |
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| 183 | if( p < .01 ) |
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| 184 | dk = -expm1( dn * log1p(-p) ); |
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| 185 | else |
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| 186 | dk = 1.0 - pow( 1.0-p, dn ); |
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| 187 | } |
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| 188 | else |
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| 189 | { |
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| 190 | dk = k + 1; |
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| 191 | dk = incbet( dk, dn, p ); |
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| 192 | } |
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| 193 | return( dk ); |
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| 194 | } |
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| 195 | |
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| 196 | |
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| 197 | |
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| 198 | double bdtr( k, n, p ) |
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| 199 | int k, n; |
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| 200 | double p; |
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| 201 | { |
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| 202 | double dk, dn; |
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| 203 | |
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| 204 | if( (p < 0.0) || (p > 1.0) ) |
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| 205 | goto domerr; |
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| 206 | if( (k < 0) || (n < k) ) |
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| 207 | { |
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| 208 | domerr: |
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| 209 | mtherr( "bdtr", DOMAIN ); |
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| 210 | return( 0.0 ); |
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| 211 | } |
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| 212 | |
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| 213 | if( k == n ) |
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| 214 | return( 1.0 ); |
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| 215 | |
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| 216 | dn = n - k; |
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| 217 | if( k == 0 ) |
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| 218 | { |
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| 219 | dk = pow( 1.0-p, dn ); |
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| 220 | } |
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| 221 | else |
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| 222 | { |
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| 223 | dk = k + 1; |
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| 224 | dk = incbet( dn, dk, 1.0 - p ); |
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| 225 | } |
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| 226 | return( dk ); |
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| 227 | } |
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| 228 | |
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| 229 | |
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| 230 | double bdtri( k, n, y ) |
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| 231 | int k, n; |
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| 232 | double y; |
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| 233 | { |
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| 234 | double dk, dn, p; |
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| 235 | |
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| 236 | if( (y < 0.0) || (y > 1.0) ) |
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| 237 | goto domerr; |
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| 238 | if( (k < 0) || (n <= k) ) |
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| 239 | { |
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| 240 | domerr: |
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| 241 | mtherr( "bdtri", DOMAIN ); |
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| 242 | return( 0.0 ); |
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| 243 | } |
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| 244 | |
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| 245 | dn = n - k; |
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| 246 | if( k == 0 ) |
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| 247 | { |
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| 248 | if( y > 0.8 ) |
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| 249 | p = -expm1( log1p(y-1.0) / dn ); |
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| 250 | else |
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| 251 | p = 1.0 - pow( y, 1.0/dn ); |
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| 252 | } |
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| 253 | else |
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| 254 | { |
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| 255 | dk = k + 1; |
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| 256 | p = incbet( dn, dk, 0.5 ); |
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| 257 | if( p > 0.5 ) |
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| 258 | p = incbi( dk, dn, 1.0-y ); |
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| 259 | else |
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| 260 | p = 1.0 - incbi( dn, dk, y ); |
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| 261 | } |
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| 262 | return( p ); |
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| 263 | } |
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