annotate scripts/polynomial/polyfit.m @ 29359:7854d5752dd2

maint: merge stable to default.
author John W. Eaton <jwe@octave.org>
date Wed, 10 Feb 2021 10:10:40 -0500
parents 90fea9cc9caa 0a5b15007766
children 796f54d4ddbf
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1 ########################################################################
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2 ##
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3 ## Copyright (C) 1996-2021 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 {} {@var{p} =} polyfit (@var{x}, @var{y}, @var{n})
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28 ## @deftypefnx {} {[@var{p}, @var{s}] =} polyfit (@var{x}, @var{y}, @var{n})
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29 ## @deftypefnx {} {[@var{p}, @var{s}, @var{mu}] =} polyfit (@var{x}, @var{y}, @var{n})
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30 ## Return the coefficients of a polynomial @var{p}(@var{x}) of degree @var{n}
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31 ## that minimizes the least-squares-error of the fit to the points
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32 ## @code{[@var{x}(:), @var{y}(:)]}.
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33 ##
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34 ## @var{n} is typically an integer @geq{} 0 specifying the degree of the
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35 ## approximating polynomial. If @var{n} is a logical vector, it is used as a
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36 ## mask to selectively force the corresponding polynomial coefficients to be
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37 ## used or ignored.
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38 ##
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39 ## The polynomial coefficients are returned in the row vector @var{p}. The
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40 ## output @var{p} may be directly used with @code{polyval} to estimate values
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41 ## using the fitted polynomial.
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42 ##
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43 ## The optional output @var{s} is a structure containing the following fields:
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44 ##
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45 ## @table @samp
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46 ##
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47 ## @item yf
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48 ## The values of the polynomial for each value of @var{x}.
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49 ##
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50 ## @item X
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51 ## The @nospell{Vandermonde} matrix used to compute the polynomial
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52 ## coefficients.
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53 ##
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54 ## @item R
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55 ## Triangular factor R from the QR@tie{}decomposition.
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56 ##
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57 ## @item C
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58 ## The unscaled covariance matrix, formally equal to the inverse of
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59 ## @var{x'}*@var{x}, but computed in a way minimizing roundoff error
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60 ## propagation.
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61 ##
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62 ## @item df
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63 ## The degrees of freedom.
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64 ##
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65 ## @item normr
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66 ## The norm of the residuals.
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67 ## @end table
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68 ##
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69 ## The second output may be used by @code{polyval} to calculate the statistical
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70 ## error limits of the predicted values. In particular, the standard deviation
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71 ## of @var{p} coefficients is given by
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72 ##
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73 ## @code{sqrt (diag (@var{s.C})/@var{s.df}) * @var{s.normr}}.
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74 ##
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75 ## When the third output, @var{mu}, is present the original data is centered
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76 ## and scaled which can improve the numerical stability of the fit. The
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77 ## coefficients @var{p} are associated with a polynomial in
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78 ##
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79 ## @code{@var{xhat} = (@var{x} - @var{mu}(1)) / @var{mu}(2)} @*
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80 ## where @var{mu}(1) = mean (@var{x}), and @var{mu}(2) = std (@var{x}).
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81 ##
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82 ## Example 1 : logical @var{n} and integer @var{n}
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83 ##
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84 ## @example
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85 ## @group
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86 ## f = @@(x) x.^2 + 5; # data-generating function
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87 ## x = 0:5;
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88 ## y = f (x);
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89 ## ## Fit data to polynomial A*x^3 + B*x^1
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90 ## p = polyfit (x, y, logical ([1, 0, 1, 0]))
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91 ## @result{} p = [ 0.0680, 0, 4.2444, 0 ]
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92 ## ## Fit data to polynomial using all terms up to x^3
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93 ## p = polyfit (x, y, 3)
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94 ## @result{} p = [ -4.9608e-17, 1.0000e+00, -3.3813e-15, 5.0000e+00 ]
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95 ## @end group
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96 ## @end example
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97 ##
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98 ## @seealso{polyval, polyaffine, roots, vander, zscore}
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99 ## @end deftypefn
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100
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101 function [p, s, mu] = polyfit (x, y, n)
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102
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103 if (nargin < 3)
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104 print_usage ();
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105 endif
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106
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107 y_is_row_vector = isrow (y);
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108
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109 ## Reshape x & y into column vectors.
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110 x = x(:);
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111 y = y(:);
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112
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113 nx = numel (x);
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114 ny = numel (y);
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115 if (nx != ny)
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116 error ("polyfit: X and Y must have the same number of points");
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117 endif
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118
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119 if (nargout > 2)
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120 ## Center and scale the x values.
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121 mu = [mean(x), std(x)];
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122 x = (x - mu(1)) / mu(2);
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123 endif
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124
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125 ## n is the polynomial degree (an input, or deduced from the polymask size)
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126 ## m is the effective number of coefficients.
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127 if (islogical (n))
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128 polymask = n(:).'; # force to row vector
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129 n = numel (polymask) - 1;
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130 m = sum (polymask) - 1;
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131 pad_output = true;
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132 else
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133 if (! (isscalar (n) && n >= 0 && ! isinf (n) && n == fix (n)))
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134 error ("polyfit: N must be a non-negative integer");
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135 endif
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136 polymask = true (1, n+1);
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137 m = n;
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138 pad_output = false;
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139 endif
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140
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141 if (m >= nx)
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142 warning ("polyfit: degree of polynomial N is >= number of data points; solution is not unique");
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143 m = nx;
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144 pad_output = true;
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145 ## Keep the lowest m entries in polymask
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146 idx = find (polymask);
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147 idx((end-m+1):end) = [];
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148 polymask(idx) = false;
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149 endif
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150
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151 ## Construct the Vandermonde matrix.
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152 X = vander (x, n+1);
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153 v = X(:, polymask);
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154
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155 ## Solve by QR decomposition.
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156 [q, r, k] = qr (v, 0);
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157 p = r \ (q' * y);
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158 p(k) = p;
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159
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160 if (isargout (2))
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161 yf = v*p;
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162 if (y_is_row_vector)
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163 s.yf = yf.';
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164 else
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165 s.yf = yf;
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166 endif
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167
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
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168 s.X = X;
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169
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170 ## r.'*r is positive definite if matrix v is of full rank. Invert it by
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171 ## cholinv to avoid taking the square root of squared quantities.
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172 ## If cholinv fails, then v is rank deficient and not invertible.
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173 try
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174 C = cholinv (r.'*r)(k, k);
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175 catch
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176 C = NaN (m, m);
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177 end_try_catch
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178
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179 if (pad_output)
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180 s.X(:, ! polymask) = 0;
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181 s.R = zeros (rows (r), n+1); s.R(:, polymask) = r;
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
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182 s.C = zeros (rows (C), n+1); s.C(:, polymask) = C;
14377
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183 else
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184 s.R = r;
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185 s.C = C;
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186 endif
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187
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
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188 s.df = max (0, nx - m - 1);
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189 s.normr = norm (yf - y);
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190 endif
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191
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192 if (pad_output)
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193 ## Zero pad output
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194 q = p;
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195 p = zeros (n+1, 1);
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196 p(polymask) = q;
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197 endif
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198 p = p.'; # Return a row vector.
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199
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200 endfunction
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201
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202
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203 %!shared x
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204 %! x = [-2, -1, 0, 1, 2];
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205
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
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206 %!assert (polyfit (x, 3*x.^2 + 2*x + 1, 2), [3, 2, 1], 10*eps)
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207 %!assert (polyfit (x, 3*x.^2 + 2*x + 1, logical ([1 1 1])), [3, 2, 1], 10*eps)
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208 %!assert (polyfit (x, x.^2 + 2*x + 3, 3), [0, 1, 2, 3], 10*eps)
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209 %!assert (polyfit (x, x.^2 + 2*x + 3, logical ([0 1 1 1])), [0 1 2 3], 10*eps)
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210
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
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diff changeset
211 ## Test logical input N
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212 %!test
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213 %! x = [0:5];
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214 %! y = 3*x.^3 + 2*x.^2 + 4;
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215 %! [p, s] = polyfit (x, y, logical ([1, 0, 1, 1]));
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
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216 %! assert (p(2), 0);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
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217 %! assert (all (p([1, 3, 4])));
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
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218 %! assert (s.df, 3);
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219
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220 ## Test difficult case where scaling is really needed. This example
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221 ## demonstrates the rather poor result which occurs when the dependent
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222 ## variable is not normalized properly.
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223 ## Also check the usage of 2nd & 3rd output arguments.
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224 %!test
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225 %! warning ("off", "Octave:nearly-singular-matrix", "local");
17245
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226 %! x = [ -1196.4, -1195.2, -1194, -1192.8, -1191.6, -1190.4, -1189.2, -1188, ...
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227 %! -1186.8, -1185.6, -1184.4, -1183.2, -1182];
17245
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228 %! y = [ 315571.7086, 315575.9618, 315579.4195, 315582.6206, 315585.4966, ...
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229 %! 315588.3172, 315590.9326, 315593.5934, 315596.0455, 315598.4201, ...
7500
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230 %! 315600.7143, 315602.9508, 315605.1765 ];
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231 %! [p1, s1] = polyfit (x, y, 10);
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232 %! [p2, s2, mu] = polyfit (x, y, 10);
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233 %! assert (s2.normr < s1.normr);
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234
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235 %!test
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236 %! warning ("off", "Octave:nearly-singular-matrix", "local");
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237 %! x = 1000 + (-5:5);
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238 %! xn = (x - mean (x)) / std (x);
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239 %! pn = ones (1,5);
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240 %! y = polyval (pn, xn);
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241 %! n = numel (pn) - 1;
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
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242 %! [p, s, mu] = polyfit (x, y, n);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
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243 %! [p2, s2] = polyfit (x, y, n);
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244 %! assert (p, pn, s.normr);
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245 %! assert (s.yf, y, s.normr);
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246 %! assert (mu, [mean(x), std(x)]);
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247 %! assert (s.normr/s2.normr < sqrt (eps));
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248
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249 ## Complex polynomials
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
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diff changeset
250 %!test
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
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251 %! x = 1:4;
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
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252 %! p0 = [1i, 0, 2i, 4];
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
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253 %! y = polyval (p0, x);
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254 %! n = numel (p0) - 1;
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
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255 %! p = polyfit (x, y, n);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
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256 %! assert (p, p0, 1000*eps);
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257
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
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diff changeset
258 ## Matrix input
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259 %!test
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260 %! x = [1, 2, 3; 4, 5, 6];
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261 %! y = [0, 0, 1; 1, 0, 0];
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262 %! p = polyfit (x, y, 5);
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diff changeset
263 %! expected = [0, 1, -14, 65, -112, 60] / 12;
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diff changeset
264 %! assert (p, expected, sqrt (eps));
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265
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39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
266 ## Orientation of output
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
267 %!test
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
268 %! x = 0:5;
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
269 %! y = x.^4 + 2*x + 5;
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
270 %! [p, s] = polyfit (x, y, 3);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
271 %! assert (isrow (s.yf));
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
272 %! [p, s] = polyfit (x, y.', 3);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
273 %! assert (iscolumn (s.yf));
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
274
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
275 ## Insufficient data for fit
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
276 %!test
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
277 %! x = [1, 2];
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
278 %! y = [3, 4];
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
279 %! ## Disable warnings entirely because there is not a specific ID to disable.
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
280 %! wstate = warning ();
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
281 %! unwind_protect
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
282 %! warning ("off", "all");
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
283 %! p0 = polyfit (x, y, 4);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
284 %! [p1, s, mu] = polyfit (x, y, 4);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
285 %! unwind_protect_cleanup
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
286 %! warning (wstate);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
287 %! end_unwind_protect
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
288 %! assert (p0, [0, 0, 0, 1, 2], 10*eps);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
289 %! assert (p1, [0, 0, 0, sqrt(2)/2, 3.5], 10*eps);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
290 %! assert (size (s.X), [2, 5]);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
291 %! assert (s.X(:,1:3), zeros (2,3));
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
292 %! assert (size (s.R), [2, 5]);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
293 %! assert (s.R(:,1:3), zeros (2,3));
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
294 %! assert (size (s.C), [2, 5]);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
295 %! assert (s.C(:,1:3), zeros (2,3));
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
296 %! assert (s.df, 0);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
297 %! assert (mu, [1.5, sqrt(2)/2]);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
298
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
299 %!test
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
300 %! x = [1, 2, 3];
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
301 %! y = 2*x + 1;
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
302 %! ## Disable warnings entirely because there is not a specific ID to disable.
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
303 %! wstate = warning ();
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
304 %! unwind_protect
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
305 %! warning ("off", "all");
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
306 %! p0 = polyfit (x, y, logical ([1, 1, 1, 0 1]));
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
307 %! [p1, s, mu] = polyfit (x, y, logical ([1, 1, 1, 0 1]));
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
308 %! unwind_protect_cleanup
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
309 %! warning (wstate);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
310 %! end_unwind_protect
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
311 %! assert (p0, [0, -2/11, 12/11, 0, 23/11], 10*eps);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
312 %! assert (p1, [0, 2, 0, 0, 5], 10*eps);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
313 %! assert (size (s.X), [3, 5]);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
314 %! assert (s.X(:,[1,4]), zeros (3,2));
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
315 %! assert (size (s.R), [3, 5]);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
316 %! assert (s.R(:,[1,4]), zeros (3,2));
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
317 %! assert (size (s.C), [3, 5]);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
318 %! assert (s.C(:,[1,4]), zeros (3,2));
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
319 %! assert (s.df, 0);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
320 %! assert (mu, [2, 1]);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
321
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
322 %!test <*57964>
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
323 %! ## Disable warnings entirely because there is not a specific ID to disable.
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
324 %! wstate = warning ();
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
325 %! unwind_protect
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
326 %! warning ("off", "all");
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
327 %! [p, s] = polyfit ([1,2], [3,4], 2);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
328 %! unwind_protect_cleanup
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
329 %! warning (wstate);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
330 %! end_unwind_protect
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
331 %! assert (size (p), [1, 3]);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
332 %! assert (size (s.X), [2, 3]);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
333 %! assert (s.X(:,1), [0; 0]);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
334 %! assert (size (s.R), [2, 3]);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
335 %! assert (s.R(:,1), [0; 0]);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
336 %! assert (size (s.C), [2, 3]);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
337 %! assert (s.C(:,1), [0; 0]);
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
338
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
339 ## Test input validation
28896
90fea9cc9caa test: Add expected error message <Invalid call> to BIST tests for nargin.
Rik <rik@octave.org>
parents: 28789
diff changeset
340 %!error <Invalid call> polyfit ()
90fea9cc9caa test: Add expected error message <Invalid call> to BIST tests for nargin.
Rik <rik@octave.org>
parents: 28789
diff changeset
341 %!error <Invalid call> polyfit (1)
90fea9cc9caa test: Add expected error message <Invalid call> to BIST tests for nargin.
Rik <rik@octave.org>
parents: 28789
diff changeset
342 %!error <Invalid call> polyfit (1,2)
28502
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
343 %!error <X and Y must have the same number of points> polyfit ([1, 2], 1, 1)
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
344 %!error <X and Y must have the same number of points> polyfit (1, [1, 2], 1)
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
345 %!error <N must be a non-negative integer> polyfit (1, 2, [1,2])
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
346 %!error <N must be a non-negative integer> polyfit (1, 2, -1)
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
347 %!error <N must be a non-negative integer> polyfit (1, 2, Inf)
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
348 %!error <N must be a non-negative integer> polyfit (1, 2, 1.5)
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
349 %!test <*57964>
39e6308e4251 polyfit.m: Overhaul function (bug #57964).
Rik <rik@octave.org>
parents: 27985
diff changeset
350 %! fail ("p = polyfit ([1,2], [3,4], 4)", "warning", "solution is not unique");