annotate scripts/specfun/betainc.m @ 27923:bd51beb6205e

update formatting of copyright notices * Use <https://octave.org/copyright/> instead of <https://octave.org/COPYRIGHT.html/>. * For consistency with other comments in the Octave sources, use C++-style comments for copyright blocks in C and C++ files. * Use delimiters above and below copyright blocks that are appropriate for the language used in the file. * Eliminate extra spacing inside copyright blocks. * lex.ll (looks_like_copyright): Also allow newlines and carriage returns before the word "Copyright". * scripts/mk-doc.pl (gethelp): Also skip empty comment lines. * bp-table.cc, type.m: Adjust tests.
author John W. Eaton <jwe@octave.org>
date Wed, 08 Jan 2020 11:59:41 -0500
parents 1891570abac8
children 28de41192f3c 0a5b15007766
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1 ########################################################################
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2 ##
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3 ## Copyright (C) 2018-2020 The Octave Project Developers
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4 ##
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5 ## See the file COPYRIGHT.md in the top-level directory of this
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6 ## distribution or <https://octave.org/copyright/>.
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7 ##
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8 ## This file is part of Octave.
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9 ##
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10 ## Octave is free software: you can redistribute it and/or modify it
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11 ## under the terms of the GNU General Public License as published by
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12 ## the Free Software Foundation; either version 3 of the License, or
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13 ## (at your option) any later version.
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14 ##
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15 ## Octave is distributed in the hope that it will be useful, but
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16 ## WITHOUT ANY WARRANTY; without even the implied warranty of
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17 ## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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18 ## GNU General Public License for more details.
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19 ##
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20 ## You should have received a copy of the GNU General Public License
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21 ## along with Octave; see the file COPYING. If not, see
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22 ## <https://www.gnu.org/licenses/>.
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23 ##
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24 ########################################################################
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25
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26 ## -*- texinfo -*-
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27 ## @deftypefn {} {} betainc (@var{x}, @var{a}, @var{b})
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28 ## @deftypefnx {} {} betainc (@var{x}, @var{a}, @var{b}, @var{tail})
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29 ## Compute the incomplete beta function.
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30 ##
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31 ## This is defined as
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32 ## @tex
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33 ## $$
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34 ## I_x (a, b) = {1 \over {B(a,b)}} \displaystyle{\int_0^x t^{a-1} (1-t)^{b-1} dt}
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35 ## $$
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36 ## @end tex
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37 ## @ifnottex
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38 ##
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39 ## @example
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40 ## @group
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41 ## x
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42 ## /
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43 ## |
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44 ## I_x (a, b) = | t^(a-1) (1-t)^(b-1) dt
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45 ## |
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46 ## /
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47 ## 0
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48 ## @end group
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49 ## @end example
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50 ##
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51 ## @end ifnottex
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52 ##
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53 ## with real @var{x} in the range [0,1]. The inputs @var{a} and @var{b} must
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54 ## be real and strictly positive (> 0). If one of the inputs is not a scalar
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55 ## then the other inputs must be scalar or of compatible dimensions.
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56 ##
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57 ## By default, @var{tail} is @qcode{"lower"} and the incomplete beta function
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58 ## integrated from 0 to @var{x} is computed. If @var{tail} is @qcode{"upper"}
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59 ## then the complementary function integrated from @var{x} to 1 is calculated.
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60 ## The two choices are related by
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61 ##
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62 ## betainc (@var{x}, @var{a}, @var{b}, @qcode{"upper"}) =
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63 ## 1 - betainc (@var{x}, @var{a}, @var{b}, @qcode{"lower"}).
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64 ##
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65 ## @code{betainc} uses a more sophisticated algorithm than subtraction to
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66 ## get numerically accurate results when the @qcode{"lower"} value is small.
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67 ##
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68 ## Reference: @nospell{A. Cuyt, V. Brevik Petersen, B. Verdonk, H. Waadeland,
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69 ## W.B. Jones}, @cite{Handbook of Continued Fractions for Special Functions},
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70 ## ch.@: 18.
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71 ##
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72 ## @seealso{beta, betaincinv, betaln}
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73 ## @end deftypefn
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74
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75 function y = betainc (x, a, b, tail = "lower")
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76
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77 if (nargin < 3 || nargin > 4)
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78 print_usage ();
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79 endif
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80
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81 [err, x, a, b] = common_size (x, a, b);
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82 if (err > 0)
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83 error ("betainc: X, A, and B must be of common size or scalars");
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84 endif
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85
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86 if (iscomplex (x) || iscomplex (a) || iscomplex (b))
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87 error ("betainc: all inputs must be real");
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88 endif
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89
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90 ## Remember original shape of data, but convert to column vector for calcs.
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91 orig_sz = size (x);
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92 x = x(:);
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93 a = a(:);
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94 b = b(:);
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95
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96 if (any ((x < 0) | (x > 1)))
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97 error ("betainc: X must be in the range [0, 1]");
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98 endif
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99
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100 if (any (a <= 0))
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101 error ("betainc: A must be strictly positive");
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102 endif
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103
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104 if (any (b <= 0))
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105 error ("betainc: B must be strictly positive");
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106 endif
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107
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108 ## If any of the arguments is single then the output should be as well.
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109 if (strcmp (class (x), "single") || strcmp (class (a), "single")
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110 || strcmp (class (b), "single"))
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111 a = single (a);
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112 b = single (b);
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113 x = single (x);
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114 endif
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115
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116 ## Convert to floating point if necessary
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117 if (isinteger (x))
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118 y = double (x);
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119 endif
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120 if (isinteger (a))
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121 a = double (a);
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122 endif
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123 if (isinteger (b))
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124 b = double (b);
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125 endif
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126
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127 ## Initialize output array
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128 y = zeros (size (x), class (x));
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129
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130 ## In the following, we use the fact that the continued fraction Octave uses
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131 ## is more efficient when x <= a / (a + b). Moreover, to compute the upper
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132 ## version, which is defined as I_x(a,b,"upper") = 1 - I_x(a,b) we use the
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133 ## property I_x(a,b) + I_(1-x) (b,a) = 1.
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134
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135 if (strcmpi (tail, "lower"))
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136 fflag = (x > a./(a+b));
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137 x(fflag) = 1 - x(fflag);
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138 [a(fflag), b(fflag)] = deal (b(fflag), a(fflag));
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139 elseif (strcmpi (tail, "upper"))
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140 fflag = (x < (a ./ (a + b)));
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Michele Ginesi <michele.ginesi@gmail.com>
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141 x(! fflag) = 1 - x(! fflag);
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Michele Ginesi <michele.ginesi@gmail.com>
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142 [a(! fflag), b(! fflag)] = deal (b(! fflag), a(! fflag));
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143 else
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144 error ("betainc: invalid value for TAIL");
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145 endif
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146
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147 f = zeros (size (x), class (x));
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148
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149 ## Continued fractions: CPVWJ, formula 18.5.20, modified Lentz algorithm
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150 ## implemented in a separate .cc file. This particular continued fraction
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151 ## gives (B(a,b) * I_x(a,b)) / (x^a * (1-x)^b).
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152
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153 f = __betainc__ (x, a, b);
24919
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154
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155 ## Divide continued fraction by B(a,b) / (x^a * (1-x)^b) to obtain I_x(a,b).
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156 y = a .* log (x) + b .* log1p (-x) ...
592db8745f26 betainc.m: Use parentheses to control order of addition to reduce round-off error.
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157 + (gammaln (a + b) - gammaln (a) - gammaln (b)) + log (f);
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158 y = real (exp (y));
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159 y(fflag) = 1 - y(fflag);
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160
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161 ## Restore original shape
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162 y = reshape (y, orig_sz);
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163
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164 endfunction
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165
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166
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167 ## Double precision
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168 %!test
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169 %! a = [1, 1.5, 2, 3];
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170 %! b = [4, 3, 2, 1];
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171 %! v1 = betainc (1, a, b);
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172 %! v2 = [1,1,1,1];
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173 %! x = [.2, .4, .6, .8];
bd89440407aa Incomplete beta function moved to a .m file, fixing accuracy and
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174 %! v3 = betainc (x, a, b);
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175 %! v4 = 1 - betainc (1-x, b, a);
24907
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176 %! assert (v1, v2, sqrt (eps));
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177 %! assert (v3, v4, sqrt (eps));
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178
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179 ## Single precision
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180 %!test
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181 %! a = single ([1, 1.5, 2, 3]);
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182 %! b = single ([4, 3, 2, 1]);
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183 %! v1 = betainc (1, a, b);
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184 %! v2 = single ([1,1,1,1]);
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Michele Ginesi <michele.ginesi@gmail.com>
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185 %! x = single ([.2, .4, .6, .8]);
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186 %! v3 = betainc (x, a, b);
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187 %! v4 = 1 - betainc (1-x, b, a);
24907
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188 %! assert (v1, v2, sqrt (eps ("single")));
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189 %! assert (v3, v4, sqrt (eps ("single")));
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190
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191 ## Mixed double/single precision
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192 %!test
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193 %! a = single ([1, 1.5, 2, 3]);
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194 %! b = [4, 3, 2, 1];
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195 %! v1 = betainc (1,a,b);
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196 %! v2 = single ([1,1,1,1]);
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197 %! x = [.2, .4, .6, .8];
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198 %! v3 = betainc (x, a, b);
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199 %! v4 = 1-betainc (1.-x, b, a);
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200 %! assert (v1, v2, sqrt (eps ("single")));
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201 %! assert (v3, v4, sqrt (eps ("single")));
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202
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203 %!test <*51157>
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204 %! y = betainc ([0.00780;0.00782;0.00784],250.005,49750.995);
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205 %! y_ex = [0.999999999999989; 0.999999999999992; 0.999999999999995];
bd89440407aa Incomplete beta function moved to a .m file, fixing accuracy and
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206 %! assert (y, y_ex, -1e-14);
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207
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208 %!assert (betainc (0.001, 20, 30), 2.750687665855991e-47, -3e-14);
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209 %!assert (betainc (0.0001, 20, 30), 2.819953178893307e-67, -7e-14);
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parents: 26514
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210 %!assert <*54383> (betainc (0.99, 20, 30, "upper"), 1.5671643161872703e-47, -7e-14);
24996
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Mike Miller <mtmiller@octave.org>
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diff changeset
211 %!assert (betainc (0.999, 20, 30, "upper"), 1.850806276141535e-77, -7e-14);
24907
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212 %!assert (betainc (0.5, 200, 300), 0.9999964565197356, -1e-15);
24996
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213 %!assert (betainc (0.5, 200, 300, "upper"), 3.54348026439253e-06, -3e-13);
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214
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215 ## Test trivial values
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216 %!test
24927
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217 %! [a,b] = ndgrid (linspace (1e-4, 100, 20), linspace (1e-4, 100, 20));
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218 %! assert (betainc (0, a, b), zeros (20));
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219 %! assert (betainc (1, a, b), ones (20));
24907
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220
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221 %!test <*34405>
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Michele Ginesi <michele.ginesi@gmail.com>
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222 %! assert (betainc (NaN, 1, 2), NaN);
baa7e37453b1 Added more tests for betainc and expint.
Michele Ginesi <michele.ginesi@gmail.com>
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223 %! assert (betainc (0.5, 1, Inf), NaN);
baa7e37453b1 Added more tests for betainc and expint.
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diff changeset
224
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225 ## Test input validation
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226 %!error betainc ()
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Michele Ginesi <michele.ginesi@gmail.com>
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227 %!error betainc (1)
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Michele Ginesi <michele.ginesi@gmail.com>
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228 %!error betainc (1,2)
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229 %!error betainc (1,2,3,4,5)
24927
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diff changeset
230 %!error <must be of common size or scalars> betainc (ones (2,2), ones (1,2), 1)
c280560d9c96 Overhaul special functions modified by GSOC2018 project.
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diff changeset
231 %!error <all inputs must be real> betainc (0.5i, 1, 2)
c280560d9c96 Overhaul special functions modified by GSOC2018 project.
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diff changeset
232 %!error <all inputs must be real> betainc (0, 1i, 1)
c280560d9c96 Overhaul special functions modified by GSOC2018 project.
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diff changeset
233 %!error <all inputs must be real> betainc (0, 1, 1i)
c280560d9c96 Overhaul special functions modified by GSOC2018 project.
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diff changeset
234 %!error <X must be in the range \[0, 1\]> betainc (-0.1,1,1)
c280560d9c96 Overhaul special functions modified by GSOC2018 project.
Rik <rik@octave.org>
parents: 24923
diff changeset
235 %!error <X must be in the range \[0, 1\]> betainc (1.1,1,1)
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diff changeset
236 %!error <X must be in the range \[0, 1\]>
c280560d9c96 Overhaul special functions modified by GSOC2018 project.
Rik <rik@octave.org>
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237 %! x = ones (1, 1, 2);
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238 %! x(1,1,2) = -1;
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Rik <rik@octave.org>
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239 %! betainc (x,1,1);
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diff changeset
240 %!error <A must be strictly positive> betainc (0.5,0,1)
c280560d9c96 Overhaul special functions modified by GSOC2018 project.
Rik <rik@octave.org>
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diff changeset
241 %!error <A must be strictly positive>
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diff changeset
242 %! a = ones (1, 1, 2);
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243 %! a(1,1,2) = 0;
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244 %! betainc (1,a,1);
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diff changeset
245 %!error <B must be strictly positive> betainc (0.5,1,0)
c280560d9c96 Overhaul special functions modified by GSOC2018 project.
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diff changeset
246 %!error <B must be strictly positive>
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diff changeset
247 %! b = ones (1, 1, 2);
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248 %! b(1,1,2) = 0;
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249 %! betainc (1,1,b);
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250 %!error <invalid value for TAIL> betainc (1,2,3, "foobar")