1 /* These tests are based on the NIST Statistical Reference Datasets
2 See http://www.nist.gov/itl/div898/strd/index.html for more
7 #include <gsl/gsl_math.h>
8 #include <gsl/gsl_test.h>
9 #include <gsl/gsl_fit.h>
11 #include <gsl/gsl_ieee_utils.h>
15 double norris_x[] = { 0.2, 337.4, 118.2, 884.6, 10.1, 226.5, 666.3, 996.3,
16 448.6, 777.0, 558.2, 0.4, 0.6, 775.5, 666.9, 338.0,
17 447.5, 11.6, 556.0, 228.1, 995.8, 887.6, 120.2, 0.3,
18 0.3, 556.8, 339.1, 887.2, 999.0, 779.0, 11.1, 118.3,
19 229.2, 669.1, 448.9, 0.5 } ;
21 double norris_y[] = { 0.1, 338.8, 118.1, 888.0, 9.2, 228.1, 668.5, 998.5,
22 449.1, 778.9, 559.2, 0.3, 0.1, 778.1, 668.8, 339.3,
23 448.9, 10.8, 557.7, 228.3, 998.0, 888.8, 119.6, 0.3,
24 0.6, 557.6, 339.3, 888.0, 998.5, 778.9, 10.2, 117.6,
25 228.9, 668.4, 449.2, 0.2};
28 double noint1_x[] = { 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70 };
29 double noint1_y[] = { 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140};
32 double noint2_x[] = { 4, 5, 6 } ;
33 double noint2_y[] = { 3, 4, 4 } ;
40 double x[1000], y[1000], w[1000];
42 size_t xstride = 2, wstride = 3, ystride = 5;
45 for (i = 0; i < norris_n; i++)
47 x[i*xstride] = norris_x[i];
49 y[i*ystride] = norris_y[i];
55 double c0, c1, cov00, cov01, cov11, sumsq;
57 double expected_c0 = -0.262323073774029;
58 double expected_c1 = 1.00211681802045;
59 double expected_cov00 = pow(0.232818234301152, 2.0);
60 double expected_cov01 = -7.74327536339570e-05; /* computed from octave */
61 double expected_cov11 = pow(0.429796848199937E-03, 2.0);
62 double expected_sumsq = 26.6173985294224;
64 gsl_fit_linear (x, xstride, y, ystride, norris_n,
65 &c0, &c1, &cov00, &cov01, &cov11, &sumsq);
67 /* gsl_fit_wlinear (x, xstride, w, wstride, y, ystride, norris_n,
68 &c0, &c1, &cov00, &cov01, &cov11, &sumsq); */
70 gsl_test_rel (c0, expected_c0, 1e-10, "norris gsl_fit_linear c0") ;
71 gsl_test_rel (c1, expected_c1, 1e-10, "norris gsl_fit_linear c1") ;
72 gsl_test_rel (cov00, expected_cov00, 1e-10, "norris gsl_fit_linear cov00") ;
73 gsl_test_rel (cov01, expected_cov01, 1e-10, "norris gsl_fit_linear cov01") ;
74 gsl_test_rel (cov11, expected_cov11, 1e-10, "norris gsl_fit_linear cov11") ;
75 gsl_test_rel (sumsq, expected_sumsq, 1e-10, "norris gsl_fit_linear sumsq") ;
79 double c0, c1, cov00, cov01, cov11, sumsq;
81 double expected_c0 = -0.262323073774029;
82 double expected_c1 = 1.00211681802045;
83 double expected_cov00 = 6.92384428759429e-02; /* computed from octave */
84 double expected_cov01 = -9.89095016390515e-05; /* computed from octave */
85 double expected_cov11 = 2.35960747164148e-07; /* computed from octave */
86 double expected_sumsq = 26.6173985294224;
88 gsl_fit_wlinear (x, xstride, w, wstride, y, ystride, norris_n,
89 &c0, &c1, &cov00, &cov01, &cov11, &sumsq);
91 gsl_test_rel (c0, expected_c0, 1e-10, "norris gsl_fit_wlinear c0") ;
92 gsl_test_rel (c1, expected_c1, 1e-10, "norris gsl_fit_wlinear c1") ;
93 gsl_test_rel (cov00, expected_cov00, 1e-10, "norris gsl_fit_wlinear cov00") ;
94 gsl_test_rel (cov01, expected_cov01, 1e-10, "norris gsl_fit_wlinear cov01") ;
95 gsl_test_rel (cov11, expected_cov11, 1e-10, "norris gsl_fit_wlinear cov11") ;
96 gsl_test_rel (sumsq, expected_sumsq, 1e-10, "norris gsl_fit_wlinear sumsq") ;
99 for (i = 0; i < noint1_n; i++)
101 x[i*xstride] = noint1_x[i];
103 y[i*ystride] = noint1_y[i];
107 double c1, cov11, sumsq;
109 double expected_c1 = 2.07438016528926;
110 double expected_cov11 = pow(0.165289256198347E-01, 2.0);
111 double expected_sumsq = 127.272727272727;
113 gsl_fit_mul (x, xstride, y, ystride, noint1_n, &c1, &cov11, &sumsq);
115 gsl_test_rel (c1, expected_c1, 1e-10, "noint1 gsl_fit_mul c1") ;
116 gsl_test_rel (cov11, expected_cov11, 1e-10, "noint1 gsl_fit_mul cov11") ;
117 gsl_test_rel (sumsq, expected_sumsq, 1e-10, "noint1 gsl_fit_mul sumsq") ;
121 double c1, cov11, sumsq;
123 double expected_c1 = 2.07438016528926;
124 double expected_cov11 = 2.14661371686165e-05; /* computed from octave */
125 double expected_sumsq = 127.272727272727;
127 gsl_fit_wmul (x, xstride, w, wstride, y, ystride, noint1_n, &c1, &cov11, &sumsq);
129 gsl_test_rel (c1, expected_c1, 1e-10, "noint1 gsl_fit_wmul c1") ;
130 gsl_test_rel (cov11, expected_cov11, 1e-10, "noint1 gsl_fit_wmul cov11") ;
131 gsl_test_rel (sumsq, expected_sumsq, 1e-10, "noint1 gsl_fit_wmul sumsq") ;
135 for (i = 0; i < noint2_n; i++)
137 x[i*xstride] = noint2_x[i];
139 y[i*ystride] = noint2_y[i];
143 double c1, cov11, sumsq;
145 double expected_c1 = 0.727272727272727;
146 double expected_cov11 = pow(0.420827318078432E-01, 2.0);
147 double expected_sumsq = 0.272727272727273;
149 gsl_fit_mul (x, xstride, y, ystride, noint2_n, &c1, &cov11, &sumsq);
151 gsl_test_rel (c1, expected_c1, 1e-10, "noint2 gsl_fit_mul c1") ;
152 gsl_test_rel (cov11, expected_cov11, 1e-10, "noint2 gsl_fit_mul cov11") ;
153 gsl_test_rel (sumsq, expected_sumsq, 1e-10, "noint2 gsl_fit_mul sumsq") ;
157 double c1, cov11, sumsq;
159 double expected_c1 = 0.727272727272727;
160 double expected_cov11 = 1.29870129870130e-02 ; /* computed from octave */
161 double expected_sumsq = 0.272727272727273;
163 gsl_fit_wmul (x, xstride, w, wstride, y, ystride, noint2_n, &c1, &cov11, &sumsq);
165 gsl_test_rel (c1, expected_c1, 1e-10, "noint2 gsl_fit_wmul c1") ;
166 gsl_test_rel (cov11, expected_cov11, 1e-10, "noint2 gsl_fit_wmul cov11") ;
167 gsl_test_rel (sumsq, expected_sumsq, 1e-10, "noint2 gsl_fit_wmul sumsq") ;
170 /* now summarize the results */
172 exit (gsl_test_summary ());