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NIST/ITL StRD | ||
Dataset Name: cubic (cubic.dat) | ||
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File Format: ASCII | ||
Starting Values (lines 41 to 44) | ||
Certified Values (lines 41 to 49) | ||
Data (lines 62 to 215) | ||
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Procedure: Nonlinear Least Squares Regression | ||
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Description: This is a simple test problem where we interpolate | ||
points that lie exactly on a cubic polynomial. | ||
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Reference: Rees, T and Wathen, M. | ||
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Data: 1 Response Variable (y) | ||
1 Predictor Variable (x) | ||
154 Observations | ||
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Model: Miscellaneous Class | ||
4 Parameters (b1 to b4) | ||
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y = b1 + b2*x + b3*x**2 + b4*x**3 + e | ||
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Starting values Certified Values | ||
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Start 1 Start 2 Parameter Standard Deviation | ||
b1 = 0 4.01 4.0 2.9715175411E+02 | ||
b2 = 0 2.98 3.0 1.2448871856E+00 | ||
b3 = 0 2.01 2.0 2.0272299378E-02 | ||
b4 = 0 1.02 1.0 1.0 | ||
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Residual Sum of Squares: 0.0 | ||
Residual Standard Deviation: 0.0 | ||
Degrees of Freedom: 150 | ||
Number of Observations: 154 | ||
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Data: y x | ||
10.000000000000 1.000000000000 | ||
10.264873266720 1.026143790850 | ||
10.536688726782 1.052287581699 | ||
10.815553595525 1.078431372549 | ||
11.101575088292 1.104575163399 | ||
11.394860420424 1.130718954248 | ||
11.695516807261 1.156862745098 | ||
12.003651464146 1.183006535948 | ||
12.319371606418 1.209150326797 | ||
12.642784449420 1.235294117647 | ||
12.973997208492 1.261437908497 | ||
13.313117098976 1.287581699346 | ||
13.660251336213 1.313725490196 | ||
14.015507135544 1.339869281046 | ||
14.378991712310 1.366013071895 | ||
14.750812281852 1.392156862745 | ||
15.131076059512 1.418300653595 | ||
15.519890260631 1.444444444444 | ||
15.917362100550 1.470588235294 | ||
16.323598794609 1.496732026144 | ||
16.738707558151 1.522875816993 | ||
17.162795606516 1.549019607843 | ||
17.595970155046 1.575163398693 | ||
18.038338419082 1.601307189542 | ||
18.490007613964 1.627450980392 | ||
18.951084955035 1.653594771242 | ||
19.421677657635 1.679738562092 | ||
19.901892937106 1.705882352941 | ||
20.391838008788 1.732026143791 | ||
20.891620088023 1.758169934641 | ||
21.401346390152 1.784313725490 | ||
21.921124130516 1.810457516340 | ||
22.451060524456 1.836601307190 | ||
22.991262787314 1.862745098039 | ||
23.541838134431 1.888888888889 | ||
24.102893781147 1.915032679739 | ||
24.674536942805 1.941176470588 | ||
25.256874834745 1.967320261438 | ||
25.850014672308 1.993464052288 | ||
26.454063670835 2.019607843137 | ||
27.069129045669 2.045751633987 | ||
27.695318012149 2.071895424837 | ||
28.332737785618 2.098039215686 | ||
28.981495581416 2.124183006536 | ||
29.641698614884 2.150326797386 | ||
30.313454101364 2.176470588235 | ||
30.996869256196 2.202614379085 | ||
31.692051294723 2.228758169935 | ||
32.399107432285 2.254901960784 | ||
33.118144884223 2.281045751634 | ||
33.849270865878 2.307189542484 | ||
34.592592592593 2.333333333333 | ||
35.348217279707 2.359477124183 | ||
36.116252142562 2.385620915033 | ||
36.896804396499 2.411764705882 | ||
37.689981256860 2.437908496732 | ||
38.495889938985 2.464052287582 | ||
39.314637658216 2.490196078431 | ||
40.146331629894 2.516339869281 | ||
40.991079069360 2.542483660131 | ||
41.848987191955 2.568627450980 | ||
42.720163213020 2.594771241830 | ||
43.604714347898 2.620915032680 | ||
44.502747811928 2.647058823529 | ||
45.414370820451 2.673202614379 | ||
46.339690588810 2.699346405229 | ||
47.278814332346 2.725490196078 | ||
48.231849266399 2.751633986928 | ||
49.198902606310 2.777777777778 | ||
50.180081567421 2.803921568627 | ||
51.175493365074 2.830065359477 | ||
52.185245214608 2.856209150327 | ||
53.209444331366 2.882352941176 | ||
54.248197930688 2.908496732026 | ||
55.301613227916 2.934640522876 | ||
56.369797438391 2.960784313725 | ||
57.452857777454 2.986928104575 | ||
58.550901460446 3.013071895425 | ||
59.664035702709 3.039215686275 | ||
60.792367719583 3.065359477124 | ||
61.936004726410 3.091503267974 | ||
63.095053938530 3.117647058824 | ||
64.269622571286 3.143790849673 | ||
65.459817840019 3.169934640523 | ||
66.665746960068 3.196078431373 | ||
67.887517146776 3.222222222222 | ||
69.125235615484 3.248366013072 | ||
70.379009581533 3.274509803922 | ||
71.648946260265 3.300653594771 | ||
72.935152867019 3.326797385621 | ||
74.237736617138 3.352941176471 | ||
75.556804725963 3.379084967320 | ||
76.892464408834 3.405228758170 | ||
78.244822881094 3.431372549020 | ||
79.613987358083 3.457516339869 | ||
81.000065055142 3.483660130719 | ||
82.403163187613 3.509803921569 | ||
83.823388970836 3.535947712418 | ||
85.260849620153 3.562091503268 | ||
86.715652350906 3.588235294118 | ||
88.187904378434 3.614379084967 | ||
89.677712918080 3.640522875817 | ||
91.185185185185 3.666666666667 | ||
92.710428395090 3.692810457516 | ||
94.253549763135 3.718954248366 | ||
95.814656504663 3.745098039216 | ||
97.393855835013 3.771241830065 | ||
98.991254969529 3.797385620915 | ||
100.606961123550 3.823529411765 | ||
102.241081512418 3.849673202614 | ||
103.893723351473 3.875816993464 | ||
105.564993856058 3.901960784314 | ||
107.255000241514 3.928104575163 | ||
108.963849723181 3.954248366013 | ||
110.691649516400 3.980392156863 | ||
112.438506836514 4.006535947712 | ||
114.204528898862 4.032679738562 | ||
115.989822918787 4.058823529412 | ||
117.794496111629 4.084967320261 | ||
119.618655692730 4.111111111111 | ||
121.462408877430 4.137254901961 | ||
123.325862881072 4.163398692810 | ||
125.209124918995 4.189542483660 | ||
127.112302206542 4.215686274510 | ||
129.035501959053 4.241830065359 | ||
130.978831391870 4.267973856209 | ||
132.942397720334 4.294117647059 | ||
134.926308159786 4.320261437908 | ||
136.930669925566 4.346405228758 | ||
138.955590233017 4.372549019608 | ||
141.001176297480 4.398692810458 | ||
143.067535334295 4.424836601307 | ||
145.154774558805 4.450980392157 | ||
147.263001186349 4.477124183007 | ||
149.392322432269 4.503267973856 | ||
151.542845511907 4.529411764706 | ||
153.714677640604 4.555555555556 | ||
155.907926033700 4.581699346405 | ||
158.122697906537 4.607843137255 | ||
160.359100474456 4.633986928105 | ||
162.617240952798 4.660130718954 | ||
164.897226556905 4.686274509804 | ||
167.199164502117 4.712418300654 | ||
169.523162003777 4.738562091503 | ||
171.869326277224 4.764705882353 | ||
174.237764537800 4.790849673203 | ||
176.628584000847 4.816993464052 | ||
179.041891881705 4.843137254902 | ||
181.477795395715 4.869281045752 | ||
183.936401758220 4.895424836601 | ||
186.417818184560 4.921568627451 | ||
188.922151890075 4.947712418301 | ||
191.449510090108 4.973856209150 | ||
194.000000000000 5.000000000000 |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,161 @@ | ||
NIST/ITL StRD | ||
Dataset Name: exponential (exponential.dat) | ||
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File Format: ASCII | ||
Starting Values (lines 41 to 43) | ||
Certified Values (lines 41 to 49) | ||
Data (lines 61 to 161) | ||
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Procedure: Nonlinear Least Squares Regression | ||
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Description: This is a simple test problem where we | ||
fit an exact exponential | ||
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Reference: Rees, T | ||
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Data: 1 Response Variable (y) | ||
1 Predictor Variable (x) | ||
101 Observations | ||
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Model: Miscellaneous Class | ||
3 Parameters (b1 to b3) | ||
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y = b1 * exp(-((b2-x)/b3)^2) + e | ||
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Starting values Certified Values | ||
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Start 1 Start 2 Parameter Standard Deviation | ||
b1 = 1.0 10.01 10.0 2.9715175411E+02 | ||
b2 = 1.0 2.55 2.5 1.2448871856E+00 | ||
b3 = 1.0 2.4 2.0 2.0272299378E-02 | ||
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Residual Sum of Squares: 0.0 | ||
Residual Standard Deviation: 0.0 | ||
Degrees of Freedom: 98 | ||
Number of Observations: 101 | ||
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Data: y x | ||
2.096113871511 0.000000000000 | ||
2.229907473694 0.050000000000 | ||
2.369277586821 0.100000000000 | ||
2.514213655903 0.150000000000 | ||
2.664682978135 0.200000000000 | ||
2.820629516938 0.250000000000 | ||
2.981972794299 0.300000000000 | ||
3.148606874647 0.350000000000 | ||
3.320399453447 0.400000000000 | ||
3.497191063509 0.450000000000 | ||
3.678794411714 0.500000000000 | ||
3.864993858345 0.550000000000 | ||
4.055545050633 0.600000000000 | ||
4.250174721337 0.650000000000 | ||
4.448580662229 0.700000000000 | ||
4.650431881341 0.750000000000 | ||
4.855368951541 0.800000000000 | ||
5.063004556734 0.850000000000 | ||
5.272924240430 0.900000000000 | ||
5.484687359889 0.950000000000 | ||
5.697828247309 1.000000000000 | ||
5.911857577782 1.050000000000 | ||
6.126263941844 1.100000000000 | ||
6.340515618581 1.150000000000 | ||
6.554062543268 1.200000000000 | ||
6.766338461617 1.250000000000 | ||
6.976763260710 1.300000000000 | ||
7.184745464841 1.350000000000 | ||
7.389684882589 1.400000000000 | ||
7.590975389710 1.450000000000 | ||
7.788007830714 1.500000000000 | ||
7.980173020504 1.550000000000 | ||
8.166864825981 1.600000000000 | ||
8.347483306339 1.650000000000 | ||
8.521437889662 1.700000000000 | ||
8.688150562628 1.750000000000 | ||
8.847059049435 1.800000000000 | ||
8.997619955677 1.850000000000 | ||
9.139311852712 1.900000000000 | ||
9.271638278118 1.950000000000 | ||
9.394130628135 2.000000000000 | ||
9.506350918587 2.050000000000 | ||
9.607894391523 2.100000000000 | ||
9.698391945907 2.150000000000 | ||
9.777512371933 2.200000000000 | ||
9.844964370054 2.250000000000 | ||
9.900498337492 2.300000000000 | ||
9.943907906911 2.350000000000 | ||
9.975031223975 2.400000000000 | ||
9.993751952718 2.450000000000 | ||
10.000000000000 2.500000000000 | ||
9.993751952718 2.550000000000 | ||
9.975031223975 2.600000000000 | ||
9.943907906911 2.650000000000 | ||
9.900498337492 2.700000000000 | ||
9.844964370054 2.750000000000 | ||
9.777512371933 2.800000000000 | ||
9.698391945907 2.850000000000 | ||
9.607894391523 2.900000000000 | ||
9.506350918587 2.950000000000 | ||
9.394130628135 3.000000000000 | ||
9.271638278118 3.050000000000 | ||
9.139311852712 3.100000000000 | ||
8.997619955677 3.150000000000 | ||
8.847059049435 3.200000000000 | ||
8.688150562628 3.250000000000 | ||
8.521437889662 3.300000000000 | ||
8.347483306339 3.350000000000 | ||
8.166864825981 3.400000000000 | ||
7.980173020504 3.450000000000 | ||
7.788007830714 3.500000000000 | ||
7.590975389710 3.550000000000 | ||
7.389684882589 3.600000000000 | ||
7.184745464841 3.650000000000 | ||
6.976763260710 3.700000000000 | ||
6.766338461617 3.750000000000 | ||
6.554062543268 3.800000000000 | ||
6.340515618581 3.850000000000 | ||
6.126263941844 3.900000000000 | ||
5.911857577782 3.950000000000 | ||
5.697828247309 4.000000000000 | ||
5.484687359889 4.050000000000 | ||
5.272924240430 4.100000000000 | ||
5.063004556734 4.150000000000 | ||
4.855368951541 4.200000000000 | ||
4.650431881341 4.250000000000 | ||
4.448580662229 4.300000000000 | ||
4.250174721337 4.350000000000 | ||
4.055545050633 4.400000000000 | ||
3.864993858345 4.450000000000 | ||
3.678794411714 4.500000000000 | ||
3.497191063509 4.550000000000 | ||
3.320399453447 4.600000000000 | ||
3.148606874647 4.650000000000 | ||
2.981972794299 4.700000000000 | ||
2.820629516938 4.750000000000 | ||
2.664682978135 4.800000000000 | ||
2.514213655903 4.850000000000 | ||
2.369277586821 4.900000000000 | ||
2.229907473694 4.950000000000 | ||
2.096113871511 5.000000000000 |
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